{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import os\n",
    "import glob\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2023-09-23:12-53-16', '2023-09-23:11-25-43', '2023-09-23:13-32-56', '2023-09-23:14-20-22', '2023-09-23:12-06-14', '2023-09-23:15-00-26']\n"
     ]
    }
   ],
   "source": [
    "log_root = \"../runs/best_config\"\n",
    "\n",
    "filenames = [os.path.basename(f) for f in glob.glob(os.path.join(log_root, \"*\"))]\n",
    "print(filenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "setups = {}\n",
    "for f in filenames:\n",
    "    fq = os.path.join(log_root, f, \"run.log\")\n",
    "    with open(fq, \"r\") as fr:\n",
    "        s = fr.readlines()\n",
    "        # get CLI params\n",
    "        args_str = \"\\n\".join(s[:100])\n",
    "        manual_seed = re.search(r\"manual_seed: (\\d+)\", args_str).group(1)\n",
    "        knowledge_distillation = re.search(\n",
    "            r\"knowledge_distillation: (\\w+)\", args_str\n",
    "        ).group(1)\n",
    "        knowledge_distillation = \"kd\" if knowledge_distillation == \"true\" else \"nokd\"\n",
    "        client_selection = re.search(r\"client_selection: (\\w+)\", args_str).group(1)\n",
    "\n",
    "        # get evaluation results\n",
    "        eval_timeline = []\n",
    "        eval_regex = r\".*Server-side evaluation \\(global round=(\\d+)\\) p=(\\d\\.\\d+): loss=(\\d+\\.\\d+) / accuracy=(\\d+\\.\\d+)\"\n",
    "        for line in s:\n",
    "            if re.match(eval_regex, line):\n",
    "                global_round, p, loss, accuracy = re.match(eval_regex, line).groups()\n",
    "                global_round, p, loss, accuracy = (\n",
    "                    int(global_round),\n",
    "                    float(p),\n",
    "                    float(loss),\n",
    "                    float(accuracy),\n",
    "                )\n",
    "                eval_timeline.append(\n",
    "                    {\n",
    "                        \"global_round\": global_round,\n",
    "                        \"p\": p,\n",
    "                        \"loss\": loss,\n",
    "                        \"accuracy\": accuracy,\n",
    "                    }\n",
    "                )\n",
    "\n",
    "        setups[\n",
    "            f\"{client_selection}_{knowledge_distillation}_{manual_seed}\"\n",
    "        ] = eval_timeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   global_round    p      loss  accuracy     kd seed client_selection\n",
      "0            10  0.2  1.879755    0.2835  False  124           random\n",
      "1            10  0.4  1.863002    0.3122  False  124           random\n",
      "2            10  0.6  1.828429    0.3165  False  124           random\n",
      "3            10  0.8  1.885398    0.2739  False  124           random\n",
      "4            10  1.0  1.943324    0.2384  False  124           random\n"
     ]
    }
   ],
   "source": [
    "dfs = []\n",
    "for k, v in setups.items():\n",
    "    df = pd.DataFrame(v)\n",
    "    client_selection, kd, seed = k.split(\"_\")\n",
    "    df[\"kd\"] = False if kd == \"nokd\" else True\n",
    "    df[\"seed\"] = seed\n",
    "    df[\"client_selection\"] = client_selection\n",
    "    dfs.append(df)\n",
    "df = pd.concat(dfs)\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n67HU7la5b98+TCZT2ONMS0sjISEhbOyNUbN2D6pTmAM1mIFz1/5+pKSkhKQ7Q9Nes4QQbYPUXAkh2qQzzjgjWE9y1VVXcc455/DLX/6Sbdu2ERMTg6ZpANx3330hrbhrCryBGjlyJLt27eKDDz7g888/55///Cd//vOfef755/nNb35T531HjhzJ6NGjefLJJ8M+/QajmUVqaupRmzCkpKQ0+jEfjcfj4cUXX+QPf/hDSDBhtVq5+OKLee655/B4PEdtHX711VezcuXK4NeTJk066tpPAwYMAGDjxo1cddVVzfYYavryyy/Jzs5myZIlLFmyJOz2xYsXc+GFF4bs69q1azA4u+SSS0hOTubOO+9kzJgxXH311Y0eQ3p6OgDZ2dlht2VnZ5OUlFTnrFDA6aefHvJGfObMmfWuUVaXbt26AUbwW3Ncda3nFhhnoHX7scZfV4v3tuz3v/89L7/8MtOmTWP48OHEx8ejKAo33HBD8He9KY4WZNbVqKWh6ppZBY5ao6gfpclHfZrymiWEaBskuBJCtHlms5m5c+cyZswYnnvuOR544AF69eoFGAFG4E13fZKSkpgyZQpTpkyhvLyckSNHMmvWrHrfqMyaNYvRo0fz97//Pey23r17s2zZMs4+++xjzhIczxs5gIKCAnw+X51v6rxeL5qmHfUNH8AzzzwT0sGwvjfe55xzDomJibzxxhvMmDHjuJta1GXx4sWkpqbyt7/9Ley2f//737z33ns8//zzx2wm8uc//5mHH36Y8ePHN/p73KVLF1JSUlizZk3YbatXr+aUU0455mOomXoXeD42xu7du4HQQPyUU05h+fLllJaWhjS1+P7774O3g7FemMViYc2aNVx33XXB4zweD+vXrw/ZV5fMzEy2bNmCrush37udO3cec9yZmZksW7aMsrKykNmrn3/+OXh7TXWltm3fvp2oqKjgY3/nnXeYNGkSzzzzTPAYl8tFcXHxMcfTGJmZmWiaxo4dO4IzbQBHjhyhuLg4ZOyJiYlh1/d4PHUGtA29Nhjfj5rPl7y8vJDfz4CmvGYJISJP0gKFEO3C6NGjOeOMM5g/fz4ul4vU1NRg4FPXm52aLZALCgpCbouJiaFPnz51plTVNGrUqGCXvkBaVsB1112Hqqo89thjYffz+Xwhb8qio6OP601iamoqCQkJvPfeeyFdxcrLy/noo48YMGBAvYHIaaedFpKaN2jQoKMeGxUVxf3338/WrVu5//776/zU/bXXXmP16tVNeixVVVX8+9//5rLLLuOaa64J2+68807KysrC2unXZrFYuPfee9m6dSsffPBBk8byi1/8gv/85z/B9uYAX3zxBdu3b+faa6+t975nn312yPe0vuCqtLQ07Lmm+1tyAyEzr9dccw2qqvLCCy8E97ndbl5++WXOPPPM4GxXfHw8F1xwAa+99lpICue//vUvysvLjzn+cePGcejQoZDvs8vl4h//+Ee99wNj5lBVVZ577rmQ/X/+859RFIWLL744ZP+3334bUjd14MABPvjgAy688MJg8G42m8Oea88++2y9Hxo0xSWXXALA/PnzQ/bPmzcPgEsvvTS4r3fv3mEt41944YUmj+mCCy7AarXy7LPPhjzW2mOBpr9mCSEiT2auhBDtxvTp07n22mt55ZVX+O1vf8vf/vY3zjnnHAYPHswtt9xCr169OHLkCN9++y0HDx5kw4YNAAwaNIjRo0dz2mmnkZSUxJo1a3jnnXe48847j3nNmTNnBpsu1DRq1Chuu+025s6dy/r167nwwguxWq3s2LGDt99+m7/85S9cc801gBHcLFy4kMcff5w+ffqQmprKeeedBxhvhvft20dlZSUAX331VfBN969//WsyMzMxm83cd999PPzww5x11llMnDgRVVV58cUXOXjwIK+99lqzfH8Dpk+fzubNm3nmmWdYvnw511xzDWlpaeTk5PD++++zevVqVq1a1aRzf/jhh5SVlYU0UqjprLPOIiUlhcWLF3P99dfXe67Jkyfz6KOP8sQTT4SkMD733HMUFxdz+PBhAD766CMOHjwIGOln8fHxAMyYMYO3336bMWPGMHXqVMrLy3nqqacYPHgwU6ZMadLjq8vatWuZMGECEyZMoE+fPlRVVfHee+/xv//9j1tvvZVTTz01eOyZZ57Jtddey4MPPkhubi59+vRh0aJF7N27lxdffDHkvHPmzGHEiBGMGjWKW2+9lYMHD/LMM89w4YUXctFFF9U7pttuu43nnnuOCRMmMHXqVNLT01m8eHGwcUZ9M4GXX345Y8aM4aGHHmLv3r0MGTKEzz//nA8++IBp06aFtcc/6aSTGDduXEgrdoDZs2cHj7nsssv417/+RXx8PIMGDeLbb79l2bJldOrUqWHf5AYaMmQIkyZN4oUXXqC4uJhRo0axevVqFi1axFVXXRXyu/6b3/yG3/72t/ziF79g7NixbNiwgc8++yxkOYHGSElJ4b777mPu3LlcdtllXHLJJaxbt45PPvkk7JzH85olhIiwyDUqFEKIcIG2xj/88EPYbaqq6r1799Z79+6t+3w+Xdd1fdeuXfrEiRP1tLQ03Wq16l26dNEvu+wy/Z133gne7/HHH9fPOOMMPSEhQXc6nfqAAQP0OXPm6B6PJ3hMzVbstY0aNUoH6myN/MILL+innXaa7nQ69djYWH3w4MH6H/7wB/3w4cPBY3JycvRLL71Uj42N1YGQtuyBc9e11W43vXjx4pDHceaZZ4Y8zub2zjvv6BdeeKGelJSkWywWPT09Xb/++uv1FStWBI+prxV7XT/Dyy+/XHc4HHpFRcVRrzt58mTdarXq+fn5uq4bLbHvuOOOOo+dNWtW2PcqMzPzqN/TPXv2hNx/06ZN+oUXXqhHRUXpCQkJ+o033qjn5OQ05NvTYLt379avvfZavUePHrrD4dCjoqL00047TX/++edDWnIHVFVV6ffdd5+elpam2+12/fTTT9c//fTTOs/99ddf6yNGjNAdDoeekpKi33HHHXppaWmDx3XppZfqTqdTT0lJ0e+991793Xff1QH9u+++Cx5XuxW7rut6WVmZfvfdd+sZGRm61WrV+/btqz/11FNhjyfws3vttdf0vn376na7XR86dGjYc7uoqEifMmWKnpycrMfExOjjxo3Tf/7557C2541txV7X77PX69Vnz56t9+zZU7darXq3bt30Bx98MKz1vqqq+v33368nJyfrUVFR+rhx4/SdO3cetRV77ed7XWNVVVWfPXu2np6erjudTn306NH6pk2bws7ZkNcsIUTbpOh6EyothRBCCNHhzJ8/n7vvvpuDBw/SpUuXSA9HCCHaHQmuhBBCiBNQVVVVSK2ey+Vi6NChqKrK9u3bIzgyIYRov6TmSgghhDgBXX311XTv3p1TTjmFkpISXnvtNX7++eejLi8ghBDi2CS4EkIIIU5A48aN45///CeLFy9GVVUGDRrEkiVLjtlIRAghxNFJWqAQQgghhBBCNANZ50oIIYQQQgghmoEEV0IIIYQQQgjRDKTmqg6apnH48GFiY2PrXUhRCCGEEEII0bHpuk5ZWRkZGRmYTPXPTUlwVYfDhw/TrVu3SA9DCCGEEEII0UYcOHCArl271nuMBFd1iI2NBYxvYFxcXETH4vV6+fzzz7nwwguxWq0RHYsQTSHPYdGeyfNXtGfy/BXtWVt6/paWltKtW7dgjFAfCa7qEEgFjIuLaxPBVVRUFHFxcRF/YgnRFPIcFu2ZPH9FeybPX9GetcXnb0PKhaShhRBCCCGEEEI0AwmuhBBCCCGEEKIZSHAlhBBCCCGEEM1Aaq6EEEIIIUSHp+s6Pp8PVVUjPRTRAF6vF4vFgsvlavGfmdlsxmKxNMsSTBENrlRVZdasWbz22mvk5OSQkZHB5MmTefjhh4MP7mgP8sknn2T69Ol13jZr1ixmz54dsq9///78/PPPzfsAhBBCCCFEm+fxeMjOzqaysjLSQxENpOs6aWlpHDhwoFXWnY2KiiI9PR2bzXZc54locPXEE0+wcOFCFi1aRFZWFmvWrGHKlCnEx8dz1113AZCdnR1yn08++YSbb76ZX/ziF/WeOysri2XLlgW/tlhkkk4IIYQQ4kSjaRp79uzBbDaTkZGBzWZrlTfr4vhomkZ5eTkxMTHHXLj3eOi6jsfjIS8vjz179tC3b9/jul5EI45Vq1Zx5ZVXcumllwLQo0cP3njjDVavXh08Ji0tLeQ+H3zwAWPGjKFXr171nttisYTdVwghhBBCnFg8Hg+aptGtWzeioqIiPRzRQJqm4fF4cDgcLRpcATidTqxWK/v27Qtes6kiGlyNGDGCF154ge3bt9OvXz82bNjAN998w7x58+o8/siRI3z88ccsWrTomOfesWMHGRkZOBwOhg8fzty5c+nevXudx7rdbtxud/Dr0tJSwMj19Hq9TXhkzSdw/UiPQ4imkuewaM/k+SvaM3n+GrxeL7quA8YbdtE+BH5muq632s9N13W8Xi9mszlkf2N+hxQ9MPII0DSNGTNm8OSTT2I2m1FVlTlz5vDggw/WefyTTz7J//3f/3H48OF6I8pPPvmE8vJy+vfvT3Z2NrNnz+bQoUNs2rSpzpWV66rRAnj99dflEw4hhBBCiHYskM3UrVu3466nER2Xx+PhwIED5OTk4PP5Qm6rrKzkl7/8JSUlJcTFxdV7nogGV0uWLGH69Ok89dRTZGVlsX79eqZNm8a8efOYNGlS2PEDBgxg7NixPPvss426TnFxMZmZmcybN4+bb7457Pa6Zq66detGfn7+Mb+BLc3r9bJ06VLGjh3bZlanFqIx5Dks2jN5/or2TJ6/BpfLxYEDB+jRo8dxpXuJ1qXrOmVlZcTGxrZKjZzL5WLv3r1069Yt7HlSWlpKcnJyg4KriKYFTp8+nQceeIAbbrgBgMGDB7Nv3z7mzp0bFlx9/fXXbNu2jTfffLPR10lISKBfv37s3Lmzztvtdjt2uz1sv9VqbTMvRm1pLEI0hTyHRXsmz1/RrmgaaF7QPYA8f1VVRVEUTCZTi9futKbJkydTXFzM+++/H+mhtIhAKmDgZ9fSTCYTiqLU+fvSmN+fiD7DKisrw75ZZrO5zrzKF198kdNOO40hQ4Y0+jrl5eXs2rWL9PT0Jo9VCCGEECLiVB94q8BVAhUFUJoNxfuhYBfk/gzZP0HOBsjdAoW7jPsU7jGOVX31n1sc1Z+XbuevX+yo87a/frGDPy/d3iLXnTx5MoqihG07d+7kL3/5C6+88krI8QcOHOCmm24KdkXMzMxk6tSpFBQUhBw3evTo4LkcDgf9+vVj7ty51Exo27t3b8g1Y2NjycrK4o477mDHjrq/FyLCM1eXX345c+bMoXv37mRlZbFu3TrmzZvHTTfdFHJcaWkpb7/9Ns8880yd5zn//PMZP348d955JwD33Xcfl19+OZmZmRw+fJiZM2diNpuZMGFCiz8mIYQQQohG03VQvaB6jFkn1b/V/LfqAZpQzeEpg5IKKFHAHguOBHDEg1mWqWkos0lhnj+Auuv8vsH9f/1iB/OWbueesf1a7NoXXXQRL7/8csi+lJSUsKYLu3fvZvjw4fTr14833niDnj17snnzZqZPn84nn3zCd999R1JSUvD4W265hT/+8Y+43W6+/PJLbr31VhISEvjd734Xct5ly5aRlZVFZWUlGzdu5C9/+QtDhgzho48+4vzzz2+xx91eRfS36tlnn+WRRx7h9ttvJzc3l4yMDG677TYeffTRkOOWLFmCrutHDY527dpFfn5+8OuDBw8yYcIECgoKSElJ4ZxzzuG7774jJSWlRR+PEEIIIUQYTTUCI9ULmq/636qn+mutNWaVdHCXGtsJHmjpuk6VV23w8b85tydeVWPe0u14VY3fje7NwhW7ePbLnfz+vD785tyeVHoa9jN0Ws2NqiGy2+11Li9UOy3wjjvuwGaz8fnnn+N0OgHo3r07Q4cOpXfv3jz00EMsXLgweP+oqKjgeadMmcJzzz3H0qVLw4KrTp06BY/r1asXl19+Oeeffz4333wzu3btCgvyTnQR/U2KjY1l/vz5zJ8/v97jbr31Vm699daj3r53796Qr5csWdIMoxNCCCGEqIeu1wqWAjNNHiMFL/BvvS22/64VaNliwJlgBFsnQKBV5VUZ9OhnTbrvs1/u5Nkvdx7162PZ8sdxRNma93tcWFjIZ599xpw5c4KBVUBaWho33ngjb775JgsWLAgL7HRd55tvvuHnn3+mb9++HIvJZGLq1KmMHz+eH3/8kTPOOKNZH0t71/F/e4QQQgghGkvTjpKi5w+cgrNNEWu63Ix0I3XQUwYlB8AW6w+04sF84jbCaCv+85//EBMTE/z64osv5u233w45ZseOHei6zsCBA+s8x8CBAykqKiIvL4/U1FQAFixYwD//+U88Hg9erxeHw8Fdd93VoDENGDAAMCY4JLgKJcGVEEIIIU4sweCoVj2T5qv+t97wlLEOJyTQijFms5wJHSrQclrNbPnjuEbfL5AKaDUreFWd35/Xh9+N7t3oazfGmDFjQtL5oqOjj3psY1ZYuvHGG3nooYcoKipi5syZjBgxghEjRjTovoHrtEaL9PZGgishhBBCdAy6Xkc9U63aJtVLx5htaiWecmMrPVgdaDniwdK+F+NVFKXRqXl//WIHz365k3vG9uOu8/sGm1lYzaaQJhfNLTo6mj59+tR7TJ8+fVAUha1btzJ+/Piw27du3UpiYmJI/4H4+Pjged966y369OnDWWedxQUXXHDMMW3duhWAnj17NuahnBAkuBJCCCFE21ezKURIil6Nr1ulKcQJrGagZY2urtFq54FWQ9TsChgIpAL/r6uLYGvr1KkTY8eOZcGCBdx9990hdVc5OTksXryYiRMnHnWmKSYmhqlTp3Lfffexbt26emekNE3jr3/9Kz179mTo0KHN/ljaOwmuhBBCCBE5gRbkdTWCqJm+1yabQpzAvBXGVnrohAi0VE0PCawCAl+rWuRnQ5977jlGjBjBuHHjePzxx0NasXfp0oU5c+bUe//bbruNxx57jHfffZdrrrkmuL+goICcnBwqKyvZtGkT8+fPZ/Xq1Xz88cfSKbAOElwJIYQQomXU1RSiriYRon2rHWg54o1gy2KP9Miazd31rGMVyRmrmvr27cuaNWuYOXMm1113HYWFhaSlpXHVVVcxc+bMkDWu6pKUlMTEiROZNWsWV199dXB/IE0wKiqKzMxMxowZwwsvvHDMVMUTlQRXQgghhGi8sEYQdazjdCI3hThRBQKtssNgjapuhtGBAq3W9Morrxz1NrfbHdJFECAzM7Pe+wSsWLGizv3PP/988N89evRoVIMMYZDgSgghhBDVNK3GzJLnKOs4SVMI0QDeSmOTQKtZ+Xw+tm/fzrfffsttt90W6eGIWiS4EkIIIU4UR6tnkqYQoqXVDLQszuoaLasj0iNrdzZt2sSIESMYM2YMv/3tbyM9HFGLBFdCCCFEexdoChEMlo4SOElTCNEW+KqgrArKsiXQaoJTTjmFysrKSA9DHIUEV0IIIURbpqlHSdGrsY6TNIUQ7VVIoOWoTh20Oo91TyHaJAmuhBBCiEgJBEm1G0HUbE0us03iROFzQXmOsUmgJdopCa6EEEKI5hZsClHXorc+aQohxLHUDLTM9urUQVtUpEcmRL0kuBJCCCEa42j1TDVbk0sLciGaj+qG8iPGJoGWaOMkuBJCCCFq03XwlENFifF1wS5QVJltEiLSagdagQWLbdGRHpkQgARXQgghhMHnAXepfys3Zp9Uf72TtwLMpsiOTwgRSnVDRa6xmW3VNVoSaIkIkuBKCCHEiUnTwFMGbv/mc0V6REKIplI9tQKteCPYssdEemQtavLkyRQXF/P+++9HeijCTz6GE0IIceLwVkF5rpHml/MTFO6GijwJrIToSFSP8XtdsAOObIaynOPvurl8Lqx8su7bVj5p3N4CJk+ejKIoYdvOnTsB+Mtf/sIrr7wScp8DBw5w0003kZGRgc1mIzMzk6lTp1JQUBBy3OjRo4Pnczgc9OvXj7lz56Lr1anPe/fuDblubGwsWVlZ3HHHHezYsaNFHvOUKVN4+OGH67xt8uTJXHXVVSH73nnnHRwOB88880zwmMB4rVYrnTt3ZuzYsbz00ktoWst3X5XgSgghRMelqVBVBMX7jTdZeT9D6SEj9U9qp4To+FQPVBUaSx14XUb6r9aEhjMmMyyfEx5grXzS2G8yN89463DRRReRnZ0dsvXs2ROA+Ph4EhISgsfu3r2bYcOGsWPHDt544w127tzJ888/zxdffMHw4cMpLCwMOfctt9xCdnY227Zt48EHH+TRRx/l+eefDxvDsmXLyM7OZsOGDfzpT39i69atDBkyhC+++KJZH6uqqvznP//hiiuuaNDx//znP7nxxhtZuHAh9957b3B/4Hu2d+9ePvnkE8aMGcPUqVO57LLL8Pl8zTrm2iQtUAghRMfiqTDS/Fyl4K1EgighBGA0qtF8xgbgcxtBkWICRan/vsPvMAK15XOM/59zN3zzZ/jqKRg53bjdU9GwcVijjn29Gux2O2lpaXXeVjst8I477sBms/H555/jdBrrg3Xv3p2hQ4fSu3dvHnroIRYuXBi8f1RUVPDcU6ZM4bnnnmPp0qX87ne/C7lOp06dgsf16tWLyy+/nPPPP5+bb76ZXbt2YTaHB5fXXHMNaWlpPPfccwBMmzaNv/zlL2zdupUBAwbg8XhITEzkgw8+4IILLgBg1apVWK1WTj/99JAZtLo8+eSTzJw5kyVLljB+/Pijfs+6dOnCqaeeyllnncX555/PK6+8wm9+85t6z308JLgSQgjRvqlef91UqfF/rWU/lRRCdACeSni6d9Pu+9VTxna0r49lxuEWabpRWFjIZ599xpw5c4KBVUBaWho33ngjb775JgsWLECpFdzpus4333zDzz//TN++fY95LZPJxNSpUxk/fjw//vgjZ5xxRtgxo0aN4u9//3vw65UrV5KcnMyKFSsYMGAAP/zwA16vlxEjRgSP+fDDD7n88stRFKXe4Or+++9nwYIF/Oc//+H8888/5ngBzjvvPIYMGcK///3vFg2uJC1QCCFE+6LrRhBVehhyf4Yjm6B4n5H+J4GVEKKD+c9//kNMTExwu/baa+s8bseOHei6zsCBA+u8feDAgRQVFZGXlxfct2DBAmJiYrDb7YwcORJN07jrrrsaNK4BAwYARl1WXUaPHs2WLVvIy8ujqKiILVu2MHXqVFasWAHAihUrOP3004mKql6v7IMPPjhmSuAnn3zCk08+yQcffNDgwKrmmI823uYiM1dCCCHaPp/bn+pXYqw/dbzF6UKIE5vVCfftqv8YBSNl0GSpTh0MpAKabUZ64MjpRopgo67duMWPx4wZE5LKFx1d/6zXsdLparrxxht56KGHKCoqYubMmYwYMSJkJqkh16k9CxZw0kknkZSUxMqVK7HZbAwdOpTLLruMv/3tb4AxkzV69Ojg8Vu3buXw4cPHDJhOPvlk8vPzmTlzJmeccQYxMQ3vCKnr+lHH21wkuBJCCNH2BNqku/ypfqo70iMSQnQkigK2RgQ5CvDNfCOwGj0DRt9f3czCbINRf2ipkRIdHU2fPn2OeVyfPn1QFIWtW7eG1SCBEbwkJiaSkpIS3BcfHx8891tvvUWfPn0466yzgjVQ9dm6dStAsLlGbYqiMHLkSFasWIHdbmf06NGcfPLJuN1uNm3axKpVq7jvvvuCx3/44YeMHTsWh8NR73W7dOnCO++8w5gxY7jooov45JNPiI2NPeZ4A2M+2nibS0TTAlVV5ZFHHqFnz544nU569+7NY489FhJx19V+UlEUnnqq/tzWv/3tb/To0QOHw8GZZ57J6tWrW/rhCCGEOB6BNun5O6vbpFfmS2AlhIi8r+fByieMmaoRvzdm08+9xwi06uoiGAGdOnVi7NixLFiwgKqqqpDbcnJyWLx4Mddff/1RZ25iYmKYOnUq99133zFnvzRN469//Ss9e/Zk6NChRz1u1KhRrFixghUrVjB69GhMJhMjR47kqaeewu12c/bZZweP/eCDD7jyyisb9FgzMzNZuXIlOTk5XHTRRZSVlR3zPl9++SUbN27kF7/4RYOu0VQRDa6eeOIJFi5cyHPPPcfWrVt54oknePLJJ3n22WeDx9RuPfnSSy+hKEq935g333yTe+65h5kzZ7J27VqGDBnCuHHjyM3NbY2HJYQQoiFUn1EnVbQPcjZVt0n3lCEd/oQQbYqm+VMA7/F/rRpt3Uf8HkbdbzTWaUQ6Xkt57rnncLvdjBs3jq+++ooDBw7w6aefMnbsWLp06cKcOXPqvf9tt93G9u3beffdd0P2FxQUkJOTw+7du/nwww+54IILWL16NS+++GKdnQIDAnVXmzdv5pxzzgnuW7x4McOGDQumOObm5rJmzRouu+yyBj/Wbt26sWLFCnJzcxk3bhylpaXB29xuNzk5ORw6dIi1a9fypz/9iSuvvJLLLruMiRMnNvgaTRHRtMBVq1Zx5ZVXcumllwLQo0cP3njjjZBZptqtJz/44APGjBlDr169jnreefPmccsttzBlyhQAnn/+eT7++GNeeuklHnjggRZ4JEIIIRrEU1Gd6udtYNtiIYSItJH3Hf22s6cZ//dWGa3dTWZQzI1qt95c+vbty5o1a5g5cybXXXcdhYWFpKWlcdVVVzFz5kySkpLqvX9SUhITJ05k1qxZXH311cH9gTTBqKgoMjMzGTNmDC+88MIx0xUHDx5MQkIC/fr1C9ZGjR49GlVVQ+qtPvroI8444wySk5Mb9Xi7du3KihUrGDNmDOPGjeOzzz4D4NNPPyU9PR2LxUJiYiJDhgzhr3/9K5MmTcJkatm5pYgGVyNGjOCFF15g+/bt9OvXjw0bNvDNN98wb968Oo8/cuQIH3/8MYsWLTrqOT0eDz/++CMPPvhgcJ/JZOKCCy7g22+/rfM+brcbt7s67SQQ+Xq9Xrxeb1MeWrMJXD/S4xCiqeQ5fIILtkkvMwIrvX118/OqWsj/hWhP5Plr8Kr+Ja7Q0Vp6Vjy4jpbib4bhD7Sa6KWXXjJOq9X9M3S5XERHR4fc3q1bt+D9woZX47gvv/yyznMvWLAg+O/u3bujqkdfdPlo46opPz8/5NiTTz45eM7Avvfff5/LL7885HyB1ERd14P76/p+pKen8/PPPwe/fumll476+Osbs6Zp6LqO1+sNm41rzHuYiAZXDzzwAKWlpQwYMACz2YyqqsyZM4cbb7yxzuMXLVpEbGxsSCRdW35+Pqqq0rlz55D9nTt3DvnG1zR37lxmz54dtv/zzz8PaQ8ZSUuXLo30EIQ4LvIcFu3Z0g2HIz0EIZrsRH/+WiwW0tLSKHf58GgdYxUin8/Hzp07WbVqFZMnTw5JiWuPhg0bxqWXXlrn42hIPVVz8Hg8VFVV8dVXX+HzhX4QWFlZ2eDzRDS4euutt1i8eDGvv/46WVlZrF+/nmnTppGRkcGkSZPCjn/ppZe48cYbj9lFpLEefPBB7rnnnuDXpaWldOvWjQsvvJC4uLhmvVZjeb1eli5dytixY7FarREdixBNIc/hE4DPU72Ar7eiQ7VJ96oaSzccZuyQDKzmjvGmTJw45PlrcPngQLmFGIcFhyPSf4eaZ0Zr/fr1nHfeeYwePZqpU6dG/P3q8XrkkUfC9um6TllZGbGxsS3ePh2MWUCn08nIkSPDYo3GBK8RDa6mT5/OAw88wA033AAYeZn79u1j7ty5YcHV119/zbZt23jzzTfrPWdycjJms5kjR46E7D9y5EhY/VaA3W7HbreH7bdarW3mzWBbGosQTSHP4Q5E06qDqdpt0k3B/3QoVrPphH5zKtq3E/35q+o6igImFEy0fh1UGF0DVQO81UGWqXE1WqeeemqjZlPao0D6nqIoLV4nBUYZkaIodb5facz7l4j+plVWVoZ9s8xmc525kC+++CKnnXYaQ4YMqfecNpuN0047jS+++CK4T9M0vvjiC4YPH948AxdCiBONpxLKjlS3SS/aI23ShRDieGmqsRixt8po76762kTXQdF0EZ25uvzyy5kzZw7du3cnKyuLdevWMW/ePG666aaQ40pLS3n77bd55pln6jzP+eefz/jx47nzzjsBuOeee5g0aRLDhg3jjDPOYP78+VRUVAS7BwohhDgG1Rc6O6VJQxIhRDumg97Wl3jQVEAFFTCZQLE0ekZLNN2x1vZqqIgGV88++yyPPPIIt99+O7m5uWRkZHDbbbfx6KOPhhy3ZMkSdF1nwoQJdZ5n165dwU4kANdffz15eXk8+uij5OTkcMopp/Dpp5+GNbkQQgjhp+tGN79AMCVt0oUQHYTVBKBTWeXC2cx1+y1G0wCPBFqtKJBmebwlDBENrmJjY5k/fz7z58+v97hbb72VW2+99ai37927N2zfnXfeGZzJEkIIUQefxx9M+Weo9KO32xVCiPbKbFJIsGnk5hkfxEc5HShtofaqKUymJtVotUeapuHxeHC5XC1ac6XrOpWVleTm5pKQkFDvosgNEdHgSgghRCvS9eqZKXcp+FyRHpEQQrSKtBig3Edubi5Gx75Ij6g5+DsPKqYOGWjpuk5VVRVOp7NVugUmJCQctfldY0hwJYQQHZnXVR1Meco7VJt0IYRoKEVRSI+FVE3D2+FeBhWwRoM91tjMHePtvdfr5auvvmLkyJEt3m3YarUe94xVQMf47gshhDBoaujslOqJ9IiEEKLNMJsUOmRXer0CXBXgOgK2GHAmgCMezO13CRSz2YzP58PhcLSrpVwkuBJCiPbOU1ljdqoC2npHLCGEEC1EB0+ZsZUcAFtshwi02hMJroQQor0Jtkn3N6LQfJEekRBCiLYoJNCKAUeCEWxJoNViJLgSQoi2LqRNeil4KyM9IiGEEO2Np9zYSg9WB1qOeLDYIj2yDkWCKyGEaIuCbdJLwF0ubdKFEEI0n5qBljXanzqYIIFWM5DgSggh2gJNM/7QBVL9pE26EEKI1uCtMLbSQxJoNQMJroQQIlK8rupgStqkCyGEiLSQQCuqukbLYo/0yNoNCa6EEKK1aGp1MOUukzbpQggh2i5vpbGVHZZAqxEkuBJCiJbkqawxOyVt0oUQQrRDYYFWvBFsWR2RHlmbI8GVEEI0J9Vb3dVP2qQLIYToaIKBVjZYnNU1WhJoARJcCSHE8dF1fyMKf6qftEkXQghxovBVQVmVBFo1SHAlhBCN5fPUWMRX2qQLIYQQoYGWo7pGy+qM9MhalQRXQghxLJpmrHAfmJ2SNulCCCHE0flcUJ5jbCdYoCXBlRBC1MVbVR1MucuQRhRCCCFEE9QMtMz26tRBW1SkR9YiJLgSQgiQNumi2pqXwWSGUyeG37b2VeO5MmxK649LCCHaO9UN5UeMrYMGWhJcCSFOXJ4KI5BylfobUcjslMAIrNa8ZPx7yK+q96991dg/7KbIjEsIITqS2oGWI94ItmzRkR7ZcZHgSghx4pA26aIhAjNWa17CpOnAGEzr/gVrXzYCq7pmtIQQQjSd6oaKXGMz24zZLEtMpEfVJBJcCSE6rppt0l2lRicjIY6lqhg69YG0kzGvfZkreAUFHZJ6Q0U+fLfAaDlscRjthi2OWv92hu8320FRIv3IhBCi7VM9RpCl5Ud6JE0iwZUQomPxuf3BVIkRWOlapEck2jLNB4W74cgWOLIZcrdA6aGQQ5RAumjhLmNrEgUsdqNTlqWugMxR47Zax1lrBmz28MDO6gST/DkXQoi2QF6NhRDtW6BNusuf6qe6Iz0i0ZZVFhoBVCCQyttWd2v9hEwjNaVgBxomTGjQ9XRIHWQE8D6XMRPqdfn/7TI6TAZu81YZ/w82RtGrj2sJirlWEHaMGbWwY+qYiav5tWJqmXELIUQHI8GVEKL9CbRJd5Uas1PSiELURfNBwU5jVioQUJVlhx9nizaCptRB0DkLUgfC5vdgzUuop07hP/oYLlOWY177MqQNhrN+24gxqP6Aq47Aq2ZgFvy66ij76wrmXNULWOuq0aDFU9E837vazPZjpEAeZUbNYj9KYFfjNrNNUiaFEB2GBFdCiLZP9YXOTmneSI9ItEWVBUYAdWQL5G42ZqXCWuorkNgDOg+C1CwjmEroFjozU6MroDbkV7D2INrQX2M2KdVdBBva1MJkNloMt1SbYdUbGrDVDsgCAZvPZQR3YYFdIGBzVx9XM4ALXsftnxUuaf7HoJiOkibpCA/Y6kyVrCPoq5liKSmTQohWFNFXHFVVmTVrFq+99ho5OTlkZGQwefJkHn74YZQan2Jt3bqV+++/n5UrV+Lz+Rg0aBDvvvsu3bt3r/O8r7zyClOmhK5BYrfbcblaKB1DCNH8PBXVwZS3hT6NF+2X6oWCHaG1UuVHwo+zx9aYkRoEqQPAdowOVJpa3RVQrVGzFwioNLX5HsfxMluNzR7b/OfWNSM4rWtGra4UyJBgzh0a2NU1Gxf4kETXjKUQvJXQEj1nTNaj17bVN6MWlirpv61mYNcWG5XIOm1CRFREg6snnniChQsXsmjRIrKyslizZg1TpkwhPj6eu+66C4Bdu3ZxzjnncPPNNzN79mzi4uLYvHkzDoej3nPHxcWxbdu24NdKW3vxE0KEUr3+YMqf6idt0kVN5bn+1D7/rFT+duM5U5NigsSe/lkpf0AV363xb37re+N5IrVhrzmjRELzn1/zhQde9aVAhgR2/n3qUWbpvC6C6cKaF9z+ZRianVIjGKudKlnfjFrt/TVm6Wo2NDFbGz8kWadNiIiKaHC1atUqrrzySi699FIAevTowRtvvMHq1auDxzz00ENccsklPPnkk8F9vXv3Pua5FUUhLS2t+QcthGgegTbpgdkpaZMuAnxuf63U5upZqYq88OPscUYAFZiVShnQcul3ovmZLMYs4rFmEptC141Ztzrr2epIgaw5E9fURiUtkRwT1qikjtq22jNqtmjIPNtYp61oH9G2CzGt+xLWviLrtAnRCiIaXI0YMYIXXniB7du3069fPzZs2MA333zDvHnzANA0jY8//pg//OEPjBs3jnXr1tGzZ08efPBBrrrqqnrPXV5eTmZmJpqmceqpp/KnP/2JrKysOo91u9243dUdxkpLSwHwer14vZGt7QhcP9LjEKKpQp7DPk/1Ar7eCmmTLow3wRW5KLlbUHI3o+RuRSnYiVKrrk5XTJDUCy1lEHrqIPTOWRCbET4rpTbvc8rrP5+3mc8rWoFiBasVrLHgbOZzBxqV1Jg5U2rPrPncYfsUX43grvb9agSCSjM1KjHv+oIL+MIYckImuiUK7cg2SOplzHAJ0YZ5/S+7beE9cGPGoOi6HrE2W5qmMWPGDJ588knMZjOqqjJnzhwefPBBAHJyckhPTycqKorHH3+cMWPG8OmnnzJjxgyWL1/OqFGj6jzvt99+y44dOzj55JMpKSnh6aef5quvvmLz5s107do17PhZs2Yxe/bssP2vv/46UVHyKagQQjQXk+YhoXIPSRU7SazYRVLFThy+4rDj3JZYCqP7UBTVh8LovhRH9UQ121t/wEJEgKL5sGhuzJo7+H9zyNce4/+qG7PuxqLWvt04Jrl8K3UlxXpNTgpj+lIQ3Z+CmP4UR/VEMzUhBVGIE0RlZSW//OUvKSkpIS4urt5jIxpcLVmyhOnTp/PUU0+RlZXF+vXrmTZtGvPmzWPSpEkcPnyYLl26MGHCBF5//fXg/a644gqio6N54403GnQdr9fLwIEDmTBhAo899ljY7XXNXHXr1o38/PxjfgNbmtfrZenSpYwdOxarVV74RDvjLsWbv4elGw4xdkgGVrOslXNC0XUoz/HPSvm3gp3Vn8oHDlPM6J16GzNSqVnoKQMhNr1NNArwqhpLNxyW569od0zr/oV57cuoigWz7kPLOBVMFpQjm1C8lSHH6mYbespA9LTB6J0Ho6dmSYqtiDivZmLp+v1t4j1waWkpycnJDQquIpoWOH36dB544AFuuOEGAAYPHsy+ffuYO3cukyZNIjk5GYvFwqBBg0LuN3DgQL755psGX8dqtTJ06FB27txZ5+12ux27PfwTUavVGvEfZkBbGosQDeIqgdIDYDbeIFvNJnlz2tF5q4xGEzVrpaqKwo9zJoXUSikp/VAs9TcpijR5/op2Ze2rsPbl8HXaht0EF/0JCndD9gbI3gg5P6G4ilFyNkDOBuP+igmS+0LayZB+srG+myMhog9JnID8S2S0hffAjbl+RIOryspKTKbQP1ZmsxlNM5IsbTYbp59+ekjXP4Dt27eTmZnZ4OuoqsrGjRu55JJLjn/QQohjc5VC0V5kcd8OTNeh9FCNDn5bjCYUtevoTBbo1De0g19M5zYxKyVEh9TQddqS+8Hga43f5ZL9wUCL7A3GsgZ524xt49vGfRIy/YGWP+CK6Ry5xyhEGxbR4Oryyy9nzpw5dO/enaysLNatW8e8efO46abqNqHTp0/n+uuvZ+TIkcGaq48++ogVK1YEj5k4cSJdunRh7ty5APzxj3/krLPOok+fPhQXF/PUU0+xb98+fvOb37T2QxTixOMug6I90qyio/FWGm+0gov0bgFXcfhxUclGINU5y1ikN7mv0clMCNE6GrtOm6IYgVNCJgy8zNhXnlsdaOVsND4sK95nbFs/Mo6J6ewPtIZA+mCI7y4fmghBhIOrZ599lkceeYTbb7+d3NxcMjIyuO2223j00UeDx4wfP57nn3+euXPnctddd9G/f3/effddzjnnnOAx+/fvD5kBKyoq4pZbbiEnJ4fExEROO+00Vq1aFZZeKIRoZu5yI91EAqv2Tdeh5KCxnlRgXanCOgJmk9UInmq2Q49JjcyYhRCG5linLSYV+lxgbGB8kJKzsXp2K3+7Mbu1c6mxgZE2mDa4enarU29j5lqIE0xEG1q0VaWlpcTHxzeoaK2leb1e/vvf/3LJJZdEPN9UiHq5y6FwV9gbcK+q8d+1B7nk1K5Ss9JWeSogd2toip+7NPy46FR/IOVP8UvuC2Zb64+3FcnzV7RnLfb89VYarxWB2a3crTXW/vKzRhmvF4HZrZT+MostGsWrmfjvj3vbxHvgxsQG8pGCEOL4eSpkxqq90DUoPuAPpPxNJwr3EFYfZ7ZCcv/qGanOgyA6JSJDFkK0MdYo6DrM2MAIrPK2+YOtjcYsl7cCDv5gbGDMdKcOgDR/GmHnk4wFj4XoYCS4EkIcH08lFOwyFrsUbY+7DPJ+rg6kjmwBT3n4cbFpRo1U50HG/zv1NgIsIYQ4FrPNSAlMGwynYNR1Fe72pxJuMIKuqiLj65yNsB6jE1ynPv77+ZtkOBMj+ziEaAYSXAkhms5T6e8QJ4FVm6BrULSvRq3UFuPrsFkpu/EJcmBGKnUQRHWKyJCFEB2QyWykDSf3hZOuru4uGgi0sjdC2WGjdit/O2x617hffDd/zZZ/dismTZpkiHZHgishRNN4q/w1VhJYRYy7rDqIOrLZqHvwVoQfF5dR3QY9dZAUmgshWpeiQHxXYxtwqbGvIg+yf6qe3SraAyUHjO3nj41jolOMeq3A7FZiZnDtIyHaKvnrKoRoPK/LmLHSfJEeyYlDU412yDVrpYr3hx9ncUDKgNBaKUm1EUK0NdEp0Od8YwNjfcQjm6pnt/K2GwHYzmXGBmCP83ckHGIEW8l95IMi0ebIM1II0TgSWLUOV7ExExUIpHJ/Njp01RbftUat1CBI6ilvNoQQ7Y8jDjJHGBsY2RG5W/yzWz8Zs/TuUtj3P2MD48Okzif5UwkHG6+B0pFQRJj8BRZCNJzP7Q+svJEeScei+YyOfTVnpUoOhh9ndULqwBopfgONtWWEEKKjsTqhy2nGBqB6jfqsQLCVs9FoznNojbGB8cFSyoAas1sngS0mco9BnJAkuBJCNIwEVs2nqqh6cd4jW4xufj5X+HEJ3UNrpRJ7GIXiotnpOng1DZ+q41V1vKqGT9NweY2awuJKL9F2C3aLGVnuSogIMFurFyxngtHAp3CPv0GGP+CqLDBSC49sgg1vAAp06uVvkOGf3ZLmPaKFSXAlhDg2n8cIrGovEimOTfMZreoDs1JHthhdsmqzRhszUYFAKnWgkSYjmo1X0/H5NHyaETwZm45X01BVvXZPRQBUzdhbUOGhuMr4YMFiVnBYzNgtJmxWE3azGatZOpoJ0aoUk9Gcp1NvyBpvfEJSdtgItALBVukh4/W3YBds/rdxv/iu1a3f006G2HTpSCialQRXQoj6SWDVOJUF1etJHdlsLKypusOPS+xRoxV6lnTBagaqRjBoCgRQPn/w5PVpdQZPTeFTdcpVH+U1fqxmRcFuNWOzGIGXzWLCbpGfpxCtRlEgroux9b/Y2FdZUB1oZf9krL1VctDYtv3XOCYquTrQSj/ZeG2W12JxHCS4EkIcner1B1Z1BAfC//3Z5U/v89dKleWEH2eLqW440TnLqAmwx7b+eNs5TTNS97yahs+nB9P4fKqGR9XQmit6agJV16n0+Kj0ABgzXApgt5ixW03YLUbgZTebMcn7NiFaR1Qn6D3G2MC/fMWm6oArbxtU5sOuL40NjNfmzoONQCv9ZEjuJ02CRKPIs0UIUTcJrMJV5PuDKH96X/72Omb0FKNjXyCQ6jzIWBhTPgk9Jl2nRsqejk/zp+75jH/7Wil6enWjC5Oi8KuTwruOvbbJjabrTBzsOOZ5dMDlU3H5VGoGXDaLyT+zZaQWSh2XEK3EHgvdhxsbGLWuuVtrdCTcbARg+1cZGxgdCVMHVc9udR5k7BPiKCS4EkKEU31GYFVXk4UTheqB/B2hi/RW5IYfZ4+rTu8LzErZolt/vO2EVzNmmnxqaN2Tz78/gpNPQSZFYdEm40OFCYNswf2vbXKzaJObSXUEXQ2lA26fhtunUUb1cgZSxyVEBFgckDHU2MCokc3fUaNJxkaj/fvhtcYGoJghpX+Nuq3BkokgQkhwJYQIdaIGVuW51al9RzYbf2Brd0ZUTP5ZqazqxhPxXaUYuoZg3VONlD1vC9Q9taTAjNWiTW4qvRrDE2DxZjf/2uxh0kn2Ome0jpfUcQnRBpgs/uUuBsLJ1xsdCYv21Qi2NhgZDLn+D91+WkIwW6Fmk4zo5Eg/EhFBElwJIappKhTuAl9VpEfSsnxuI3iqWStVkR9+nCO+OpDqPMj4tNIa1frjbUN0HTxq26x7Ol6qprO3RGNTvsq+UpUoC7y9zcvbmAEP/ZNMpEQp7ClW6R5nwmxq2aC6IXVcdn/AJfG9EC0g8IFaUk8YdKW/I2GOP9jaYMxslRwwGmUU7oYt7xv3i8swgqxAwBXXRT6EO4FIcCWEMGiqMWPlrYz0SJqXrkN5To30vi1QsMNI/6hJMUGnPqEpfrEZJ9wfxJp1T8FOe4HUPbX16p5ag0fV2VagsjFPZVO+ypZ8HxV1LuNmPAe2FWpsW23M6DrM0DvRTL8kM/2STPRLMtM11oSphZ8vUsclRAQpCsSlG1u/cca+ykIjyArMbhXshNLDxrb9U+MYZ1KtjoQ9Zc3CDkyCKyGEP7Da1TECK58L8raHpvhVFYYf50ys0XQiy+gIZXW2/ngjoK425W2t7qkllLp1tuT72JRvBFQ7ClW8WugxTgsMSjYzOMVCdrnGZ3u8mBUdVVcY1MmMxQQ7ilSqfLA5X2Vzvhpy3z7BgMsIujJiWifgkjouISIkKgl6jTI2AE855Gyunt3K22b8Ddq9wtjAqMtNG1w9u5XS31gkWXQIElwJcaLTNCOdwVsR6ZE0nq5DWXZoIFWwC3Q19DjFDMl9QmulYtM67KyUqoFPM9L0atY9+TQNTzupe2oOuRWaf1bKx6Y8lb0lWtgxSQ6Fk1LMnJRiBFQ94410v9c2uflsj5dfZ9kYFlfJmtKoYM3VU+dFcbBMY3uhyvZC4/+7/AHXxjwjcAuItkLfkIDLTFq0gtIKz7366rgC6YRSxyVEM7PFQPczjQ2MNPS8n6vTCI9sAk8F7P/O2ADMdqPOq2ZHwhM8Bb09k+BKiBOZphk1Vp7ySI+kYbxVxh+pQHpf7haoKgo/LqqTP5Dyp/gl9wdL8zchiJRA3ZNPC7QpD8xEGUGUqp8o4VM1TdfZV6KxKU9lY54xO5VXGf596BZrCgZTJyVbSI8JD3RqdgWcMMjGtgOV3JhlD+ki+KuT7HSPM3NBD+M+qqZzIBhwGUHXrmKVCi+sz1VZn1sdcMXawgOu1KjWCbhC67gMUsclRAuy2CF9iLGBkZJesBOy/amEOT+BqwSy1xsbGGnqyf0hPTC7NdioARbtggRXQpyoAjNWbTWw0nUoPeQPovzrShXuMro31WSyQHLfGsFUFkSntvtZKa96YtQ9NZVH1dleqLLJXy+1Oc9Hea16KbMCfRNNZKVYGJxiJivZTILj2LM0mq4HuwKqNb7XgS6BWh3Bq9mk0CPeTI94Mxf2NPb5NCPg216osqPICLp2F2uUeWDtEZW1R6oDrni7YtRu1Qi6OjlbJ+CSOi4hWpHJYizZkTIATr7W+FtXvD+0SUb5Ecjbamw/vWXcL7GHv2ZriBFsxaRG9GGIo5PgSogTka5D0R7wlLXM+de8bBTrnjox/La1rxo1XsOmhO73VBqzUoEUv9wtxqd5tUWnVKf2dc4ymlC0w1mpuuqefP425h257qmpyj06m/3pfZvyVLbVUS/lsMCgTmZOSrFwUoqZAZ3MOC2ND07qWyC4MW3YLSaF3olmeieaudi/z6saHQmDM1xFKnuKNUrcOj9kq/yQXR1wJTkU+iaZ6ZdoCgZcSc7WiW6OVsdlNZuqUwr9M13WFu6aKESHpiiQmGlsAy839gU7Em402r8X74eivca29UPjmNg0SBtSPbsV363df6jYUUhwJcSJRteNGSt3actdw2SGNS8Z/x7yq+r9a1819p82xfhjEayV2mIEe7VnpcxWIzUi0MEvdVC7+bRO08ArdU9NllthtETflFddL1X7e5boUDgp2Z/il2Khd0LLt0c/XlazETD1TTJzqX+fR9XZUxwacO0t0Sh06Xx/2Mf3h6vvn+xU6Jdk9qcVGkFXQ2bjmktg4Wep4xKiBcWmGVvfC42vq4qNGa3sDUbQVbDTCMDKcmDHZ8YxzsTqJhnpQyCpl3QkjJBGBVeaprFy5Uq+/vpr9u3bR2VlJSkpKQwdOpQLLriAbt26tdQ4hRDNITBj1ZKBFVTPWK15CZOmY1HPxLTy/2Dn5xDXFTa9Az++HH6/mM41OvgNMmalzLaWHWsT6TrV6XohdU/G/0/Euqem0nSd/aVG84nNeUZAdaSOeqmusSZOSjaT5W8+kVFHvVRzUoBoqzn475ZiMyv072Smf6fqN0Iun87u4uqGGTuKVPaXauRX6eQf8rHqUPVsUmqUElK/1TfRTJy99YJMqeMSooU5E6DnucYGRkOMI/6OhDkbq+uP93xlbADWaEjLqp7dShnQZv+edjQNCq6qqqp45plnWLhwIYWFhZxyyilkZGTgdDrZuXMn77//PrfccgsXXnghjz76KGeddVZLj1sI0ViBwKquVLuWcOpEKD2Mee3LXMLL1W9OSw8a/zfbjPazgVqp1EFtblV7b+0Zpxr/9qkSPDWVR9XZUaQGU/w25/so84QeY1KgT6KJk5ItwQYUia0wQ6MA0XYLMXYL0TYLqn82tUenaDRdx+XTcPtUXF4jsG4pDovCoGQLg2r8SlR5dXYVVzfM2F6kcrBUI7dSJ7fSxzcHqwOutOjwgCvG1nqRjdRxCdGCbNHQ7QxjA1A9/o6E/jTCnE1GB+ADq40NjEyQ1EHG7Fb6EONvr006EraEBgVX/fr1Y/jw4fzjH/9g7NixWK3hvfj37dvH66+/zg033MBDDz3ELbfccszzqqrKrFmzeO2118jJySEjI4PJkyfz8MMPh3wauXXrVu6//35WrlyJz+dj0KBBvPvuu3Tv3v2o53777bd55JFH2Lt3L3379uWJJ57gkksuacjDFaLj0XUjV7u1AiuAPV/Dzi8A402VDih9LqhO8evUxyjsjaDadU/GrJMudU/NrCJQL5VfXS/lqdUt32GGgclmf5qfhYGdzDitrRMMKIDTZiHWbiHabgl5s6/6x2kygd1sxmkzA8bfQJ+m4/KpuL0aLq+Gy+ujJXuNOK2Kv56s+vemwquzs0gN6VJ4uFwjp0Inp8LHVweqA64usSb6JZqMOi5/wBXVSt9jkDouIVqM2Va9ZhY3GnXNhbur0wizfwJXsfF19gZY95rRkbBTH3+DDH9HQmdChB9Ix9Cgdzaff/45AwcOrPeYzMxMHnzwQe677z7279/foIs/8cQTLFy4kEWLFpGVlcWaNWuYMmUK8fHx3HXXXQDs2rWLc845h5tvvpnZs2cTFxfH5s2bcTiOXnC8atUqJkyYwNy5c7nssst4/fXXueqqq1i7di0nnXRSg8YmRIdSvM94YW0t2z+DlU8Ea6g0xYxJVyGhO5x0dasNI1D35A20LPd32gvUjUjTvZaRX6n5F+o16qX2FIcHqgl2xZ/eZ7RE751owtLKb6idVjMxdgsxDkuTrm0xKcTYLMTUyLRx+zQj2PKpuL0q7haur4u2KgxJtTAktfrPeblHD3YnDGw5FTqHyjQOlWks328ENgrQNS7QodCo3+qd2LQmIMdD6riEaGYms9FFN7kvDL7G+IC15EB1oJXzk1Gvlb/d2Da+bdwvIdNfs+Wf3YrpHNnH0U4puh65woDLLruMzp078+KLLwb3/eIXv8DpdPLaa68BcMMNN2C1WvnXv/7V4PNef/31VFRU8J///Ce476yzzuKUU07h+eefP+b9S0tLiY+Pp6SkhLi4uEY8oubn9Xr573//yyWXXFLnjKEQx1S0z1gdvrVs+jes+mvwS3XoJP7D+VymLMe89mUYdlPdXQSboGbdk0+tfpMmdU+tR/fXSwVaom/K85FTEf59z4jxry+VbARUXWJNrdJmvDZHjYAqfHZEAYvD6D5pcYDVgVcz899ly7nk3NOw6m7wuYwUnAbSNIw0Qp+Gy2ukyUUipbTUrQXrt7YXqewoVMmto67NpED3OFONdbhM9E4wY2/lgKsuCtQIuKSOqyG8qsZ/1x7kklO7YpX8S1FTeW5osFW0N/yYmM7VaYRpJxsfkLbiL5xXM/HfH/e2iffAjYkNmpyT4/P5+Pvf/86KFStQVZWzzz6bO+64o94ZpdpGjBjBCy+8wPbt2+nXrx8bNmzgm2++Yd68eYDRQOPjjz/mD3/4A+PGjWPdunX07NmTBx98kKuuuuqo5/3222+55557QvaNGzeO999/v87j3W43bnf1R2alpUaxv9frxev11nmf1hK4fqTHIdqpkoOtF1jpOqYNizH/+FJwl3rqZNwn/wo2HMZ98o3YAfOal1A1HW3orxt0Wq+mo/pC655UzUjjU1Ukda+VeVWdncWav1ZKZUu+Sqkn9KdgUqBXgr/5hH+r3UJc0zGi41bgsChE261E2y1YzYqRDmO247XYqwMpswMstrA3DsHXYEcSBP64qz7wVRmLWvtcxv9Vd+3LBlnMCjFmMzF2o2GFV9ONWS2v0TnS5VNbfBY12qowtLOZoZ2rm2YUuzR2FAUaZmjsKFIpqDJaxe8t0Vi613jsJgUy40zBtvB9k8z0jDdhM7d+VONz+6io8a026rgUf2qh2T/LJXVcAYG6wJasDxTtlDMZep5nbACuEpQjm1ByfjK2gh0o5Udg5xHYuQwA3ZGA3vkk9LTBaGlDIKl3i3YkDCy30RbeAzdmDE2eubr99tvZvn07V199NV6vl1dffZV+/frxxhtvNPgcmqYxY8YMnnzyScxmM6qqMmfOHB588EEAcnJySE9PJyoqiscff5wxY8bw6aefMmPGDJYvX86oUaPqPK/NZmPRokVMmDAhuG/BggXMnj2bI0eOhB0/a9YsZs+eHbb/9ddfJypKiv2EOCZdZ9DhJfTN/QSA/OgB5MUOYnv6VWGH9st5H0XX2JbeeumBoulcPthTrrC7VGF3mcK+MvDqoW+qrSadHjE6vWKhV5xOj1gdh3QAbpdKPHCgQuFAucL+cthfoVDuDQ+izIpOehR0j9bpFqPTLdr4WjL3hOgYzKqLpIqddKrYRlL5dpIqdmLWQwMMn8lBYXQfCmIGUBDTj6KoXmimjtmRsLKykl/+8pfNO3P13nvvMX78+ODXn3/+Odu2bcNsNv6Cjhs3rtFdAt966y0WL17M66+/TlZWFuvXr2fatGlkZGQwadIkNM0IWa+88kruvvtuAE455RRWrVrF888/f9TgqrEefPDBkJmu0tJSunXrxoUXXtgm0gKXLl161EYiQtSp9DBU5rfOtTQV86r5mPyBlXrm7cSfdA3xQB/A49VYtvEwZw9MRdcVfP1uQVV1TtaM2Sipe2pbCqo0NuerwZmpPSXhtWnxdiU4I5WVbKZPBOqlQihmNLMdi81JTEw0cTHR2B3RRnes43Rcr8G6Dj539SyX12X8W1ePeVdNA48/ndDtVXGpKr5j361ZnFHj37quk18VqOHS/M0zNEo9cLACDlYokGscazVBzwSjhqtvopm+SSYy49rO2mNmxWgPb6tRx2Xr4NGgV9VYuuEwY4dkSFqgaII+wEUAaKoHPX87Ss5GY2YrdxMWTwWpZZtILdsEgG6yoqcMQE8bjN55MHrnLLDFNPnqXs3E0vX728R74EBWW0M0OLh66aWXWLRoEQsWLCAjI4NTTz2V3/72t/ziF7/A6/Xyj3/8g9NPP71RA50+fToPPPAAN9xwAwCDBw9m3759zJ07l0mTJpGcnIzFYmHQoEEh9xs4cCDffPPNUc+blpYWNkN15MgR0tLS6jzebrdjt9vD9lut1oj/MAPa0lhEG1dyCNyFtEpejOqFlX+C3cuNVKtz78M84BICkxblHh/ZJVUA5Jd7w95kKYpCBDKLhJ+u6xwo04It0Tfl+ciuo14qPTrQpc5oid4tQvVSKFY0iwPdbEcz29EtDsx2BwnRUcQ7rf5Ofi2jya/BNhsQG7rP5wZvpRFseSuNwEurlXJiBrvVFHJPr6bj8ga6E6q4WyGdEBTSYiAtxsy5/qUsdV0nt1IPaZixvVCl3Iu/rksj0H7dZobeCdUNM/olGc+fSAVcblXDrWqUuQOP7sSo47KaTRJcieNjdkDGycYW6EhYtKe6Ziv7J5SqQpQjG+HIRuM+islIHUz3dzJMP9lY7LihFOM52xbeAzfm+g0Orj766CPefPNNRo8eze9//3teeOEFHnvsMR566KFgzdWsWbMaNdDKykpMptBfdrPZHJyxstlsnH766Wzbti3kmO3bt5OZmXnU8w4fPpwvvviCadOmBfctXbqU4cOHN2p8QrQ7pYehIrd1ruVzwdJZcOA7o6X6eQ9Dr9GA8YF9QYWHokoPshxU2+HTqteX2uxvQFHiPlq9lBFMZaWYSXa27psy3WQ3AiiLHd3sMAIpsz2Y228xKyQ4rSREWYmyRbadf5MEar2cNfapXv/sVlV1wFWrjstqUrDaLcTW+CzQ7TPawLtbqTshGB+KdI5W6Bxt4txuxhsOXdfJqagVcBWpVHpha4HK1oLq9a4cZuiTaPa3hDeCrq6xJkwRiGh0MBqNeGU9LiEaxWQ2Wrl36mN0AdZ1KD0UEmxRdhgKdhjbpneN+8V3Cw22YtJCa13XvGycu67GVyufNIK6MQ+2zmNsokb9Vbr++usZN25csMHE888/zzPPPNPki19++eXMmTOH7t27k5WVxbp165g3bx433XRT8Jjp06dz/fXXM3LkyGDN1UcffcSKFSuCx0ycOJEuXbowd+5cAKZOncqoUaN45plnuPTSS1myZAlr1qzhhRdeaPJYhWjzSrOhPLymsEV4KuCzGcZ6GWY7XPhYcDFDr6qTU+ryv1kRkVTp1dlaYLRE35xnvMF11/qx2MwwIMno4JeVYmFQJzPRrbLYrIJutvlnoRxGEGXxB1FK+LtYs0khPspKvNNKjL0dBlTHYrYam6NGKrqmhgZcgeYZNcIne7BFufE9iVR3QkVRSI9RSI8xMaq7EXBpus7hMi244LHROEPF5cPoLJlf/WSMshgBV82FjzNilIjMkMp6XEI0gaJAfFdjG+BfV7YiP7QjYeFuoyV8yQH4+WPjmOiU6kAr7WTj9X+NvzHWKZOrz7/ySVg+B8Y81KoPqyka/RcqISGBF154ga+++oqJEydy0UUX8dhjjzWqS2DAs88+yyOPPMLtt99Obm4uGRkZ3HbbbTz66KPBY8aPH8/zzz/P3Llzueuuu+jfvz/vvvsu55xzTvCY/fv3h8yAjRgxgtdff52HH36YGTNm0LdvX95//31Z40p0XGU5UJ7TOtdyFcN//2CsjWGNhovn+hcuNNIAc0vc0gI9QgqrtOBCvZvyfOwqDq+XirUpwZboJ6UYtTHWFs3NVELS+IxZKIc/iKr/uiYTxDurA6qIpCJGkskM9hhjC9D1Gl0KK6uDL38dl8kETlvoYse10wldXrVVumyaFIWucWa6xpk5r4cxFlXTOVgWaAlv/H9XkUqlD37KU/kprzrgirZSoyW8saVFRybgAlmPS4hGi06G3ucZG4CrFI5sqg628rZBRR7s+sLYAOxxEN8d1ryEqSwPxTke09dPw1f/ZwRWo/4QucfTQA3uFrh//37uu+8+tm7dysknn8zTTz9Np06dmDNnDkuWLGH+/PlcfPHFLT3eViHrXIl2peyIMfXeGiry4OP7jEWJHfFwydOQ3Bddh/wKN8WV4a1KVU1n24Ei+ndLbDOF7R2BrhuLwm4Mri+lcrg8vN1yWqBeyh9MdYtrqfQrkz+VL7QmSjeFtzevj6L4A6ooK7FtIKBqN6/BwTququqtdh1XDYF0QpfXh9tntISP1EciqmaslRZIJdxeqLGrSA22Ya4p1qbQL6l6Ha7+SWZSoiIXcNWlLdVxyTpXok3zVkHuViMLJmcjHNkclg6tY/xORTqwapF1riZOnEhaWhpPPfUUn332Gbfddhsffvghs2fP5oYbbuC2227j5Zdf5q233jruByCEaKDy3NYLrEoPwcf3GrNk0Slw6dOQkGmkAZa4cLVWK7MTlE/T2VWksSnfx0Z/zVRxrXopBaNb20kpZganWMhKNpMS1cxvqBSzP43PHhJM6eamt99VFIhzGDNUsQ4LJgnCGy9Yx1WjWFz1hgdc/jcugTf88c7qdEKXT/UHXa272LHZpNAzwUzPBDPj/Pt8mrHe1o5gwKWyu1ijzKPzY47KjznVrzcJdqW6fssfdHVyRi7gakgdl0PW4xICrE7ocqqxgfGalb/dCLSyf0LfvwoF0M02lHYwYxXQ4OBqzZo1bNiwgd69ezNu3Dh69uwZvG3gwIF89dVXUtMkRGsqzzMCntZQuBv+Ox0qCyCuC1z6DMSmUeb2kVvqknbqLaDKXy+1Kc/HpnyjXsrlCz3GaoIBnczBNL+sZEvz1Usp1mANVCCY0ix2MDXP7I2iQIzdQkKUlTiHVQKqlmC2gjnemGUOqF3H5U8xNJl0omxmotpAOiGAxaTQJ9FMn0QzgZwYj2oEXDWbZuwt0Sh26/yQ7eOH7Or7JzmUGumERtOMREfkIhmp4xKiAcxW6JxlbKoHZf8qNMWMSfUYNVftJMBqcHB12mmn8eijjzJp0iSWLVvG4MGDw4659dZbm3VwQoijqMiH0oOtc63crfDJ/eAuhaRecMlT6M5O5Je5Ka6K/KrpHUWRq0ZL9HwfO4vqqpeCrOTqluh9E83YjrNeSjfZas1AGcFUoDNfc1IUiLZbSHBaiXNaJU00Euqr4woJuKqwmrSQ7oS6Dh41NJ3Q7asjd6+F2MzVAVOAR9XZXRwacO0r1Sh06Xx32Md3h6sDmRRnYIbL2PommkiIYMAFUsclRJ3WvgprXkI97Wb+o43istgtmJfPMW5rBwFWg4OrV199lXvvvZe7776bU045hb///e8tOS4hxNFUFBiddlrD4XVGV0BvFaQOgov+D681lpyiKkkDPA66rnOoXAu2RN+Yr3KoLPxNamqUYqT3+WemMuObXi+lm+zolhqzUP6aqLo68zW3aLs52JjCInlQbY+igC3K2OhUvT+wDpe/S6HircSu+OpMJ3T5qme4fK04lW0zKwzoZGZAp+qAy+XT2VWssqOwOujaX6qRV6WTd8jHqkPVAVfnqOqArW+S8YFFnD2yQb+q61R6fFR6qvcF6rgC6YQddT0uIQKBFcNuQjtlEvy4F+3c+zCbzUa3QGjzAVaDg6vMzEzeeeedlhyLEOJYKguhZH/rXGvfKlg208iB7nIqXPg4ZZqN3MIKSQNsJFXT2VWsGSl+/gYURa7weqke8Sb/rJTRgCI1urGBiNHevLomyuGfkbK1ShBVk9NmJsHfOl0K6dspq8PYavJ5wFc9y2XyVhFl8vjTCQ1e1Z9O6Gv9dEIAh0UhK9lCVnL1viqvzs6i6vqtHYUaB8o0jlTqHKn08fXB6oArPVoJ6VDYN7G1lic4OqnjEicMTYVhNxnrXNX8zDEQUGlt/4PdBgVXFRUVREdHN/ikjT1eCNEAlYVGl77WsHMZLP8T6Bpkno1+3qPku6C4ytU612/nqnw6PxdUt0TfcpR6qf5J5mCK36BkC7ENfgNnqrHIrj2kwUQkP8p22kzEO23EO63YJI2pY7LYjC2sjqsyGHBZvS6sZhex/pAq0umEAE6rwuBUC4NTq9/2VHhCA67thSqHy3WyK3SyK3ysPFD9S9sl1kS/RFMw4OqTaCbKGvmA61h1XCb5NRTtzbApR7+tjc9YBTQouOrTpw9Tp05l0qRJpKen13mMrussW7aMefPmMXLkSB58sG2vnixEu1JZCMWtNGO15QP4Zj6gQ98L8ZwznSNlXlyt/GaoPSl2Va8vtTnPx44ijdqN1mKskFWjJXq/pAbUSynm6hS+Govs6mZ7yz2YRnJYTcHW6XZL89dpiXbAZAZ7rLEFaJp/hstlpBN6q7Bbq4jXjbcdanCx48ikEwJE2xSGdLYwpHP1W6Eyjx7SoXBHoUpOhbHswaEyjeX7jSBGAbrFBVrCG0FX70QzTkvk8/Rq1nGp/u/p7rwKomxmrBYTNrMJq9mY8bKZJbVQiObWoOBqxYoVzJgxg1mzZjFkyBCGDRtGRkYGDoeDoqIitmzZwrfffovFYuHBBx/ktttua+lxC3HiqCryB1at8MZj/euw2t/1c9BVlJ12O7nFbkkDrEHXdbLL9ZCW6AfqqJdKcSrBFL/BKceol1IstRbZNRpMNFdnvuZms5iCKX8OqwRUog4mE9iijS1Qx6XrwfW4zN4qorxVRPmqQDMClkA6ocun4vJquFs5nRCMdbROTbNwalr126MSt8Z2f/3WDn/QlVdprM21v1TjC39CgUmB7nGmkC6FveLN2NtAwKUDLp8W9iGZAqEBl9mE1aJgM0t6oRBN1aDgqn///rz77rvs37+ft99+m6+//ppVq1ZRVVVFcnIyQ4cO5R//+AcXX3yxUXAmhGgeVcVQtI8WD6x0HX74hxFcAfopvyJvwK8oKfMc444dn6oZ3cg25fuC3fwKXeE/j2C9lL+bX+e66qUUa+giu8EgqsHlrxFjtSjEO60kOG04bfI6L5pAUY5ex+WtxOqtwuqrItZbBaoHXa9Oe4tUOiFAvN3E6ekmTk+v/j0tcgWaZVQ3zSh0Ga3i95ZofL7HqIsyKcZrQ80arp7xpuPu8tlcdMDjX0S6NotJCaYYBma6rBaTtIoX4hga9Re9e/fu3Hvvvdx7770tNR4hRICrBIr20vKBlQb/+4uRDgj4Tr+V7MyrcNUuEjpBuHw62wpUNvpbom/NV6ms9a2wmKBfktHBb7C/XqpmhzHdZDSVqF0T1RLtzVuSxewPqKKsRNnafgAo2qlAHZczoXqf6kPxVuLwuXB4K4n3r8fVFtIJARIdJs7MMHFmRvW+/Cr/osc1gq5it/HhzO5ijU93GwGXxQQ9awVcPeJNWNpY0OLTdHyaSpU3tIGASQGb2WzMcFmq0wutJkkxFAIaGVwJIVqJqxQK99DigZXmgxX/ZzSwQMF11lQOpV+AdgLVV5W4NTb7O/htzDNqLGrXS0VZ/etL+eul+icZrZB1sy0YPHlrBFOt3ZmvOZlNCvH+lL8Yu/yJEBFitoA5Doir3qdpmH3+dMIaCyB7fWrE0wkBkp0mkruYGN7FSOfVdZ28Sp3tRWpI0FXq0dlRpLGjSOPjXUbAZTVB7wRTyDpcmXGmNrkWnKYH2u+H7g90L6xZzxVINZTGGuJEIn85hWhrXKVQ1AqBlc8NX/wR9v0PXTFTOvwP5Kae3SqlXZGi6zo5FXpIS/T9peGBZCenwuBgS3QLmUlOFKujRk2UA1eEO/M1J5MJ4hzGDFWM3YLSQR6X6GBC6rj8dB2rz4XV608n9Faheytwe3zBgMt9lLS3lqYoCqnRCqnRJs7pWh1wHanQQzoUbi9UqfDCz4UaPxdqBFqt283QO6G6fqtfkpmusW0z4ILQ7oW4Q2+zmBXsgdkus9HMx2ppe7N1QjQHCa6EaEvcZUZgpbfwGwFPJXz+EBxeh262kXfWDEpShrXsNSNA1XT2lGjBluib8lUKqsKjx8w4EyelWMhKdTAoI5bUuCh0ixFM6SYbvg4YbCgKwS5/sRJQifZKUcDqNLbALsDhc+PwVq/HpXoqcblduL1acP2tSKQTKopCWoxCWoyJkd2qA67s8tCAa0ehkY68pUBlS0F1Wp7DAn0SzCFNM7rEhjbLeXWjC5Oi8KuTwruKvrbJjabrTBzsCLutJflUHZ/qAw8EgkcAs6L4G2oo2CxmbP7gy9pGatKEaAoJroRoK9zlULi75QMrVyl8ej/kbkW3ODl85iNUppzcstdsJW6fzs+F/pbo+T4256tUekOPsZigb5KVrM5OstJj6Z+RQFx0tLHQrl/bX6KwaRTFmKGKd1qJdVgwyafGoqOy2I3NX8dlBqJVH9E11uPyuitxVVVGPJ1QURQyYhUyYk2M7m4EXJputH/fXqgFOxTuKDJS8TblG7PuAVEW6Otf7LhfkplyL7y33Zg6mjCo+nXttU1uFm1yM6mOoCtSVF1H9aq4vECNtboUMBppSOt40Q5JcCVEW+CpaJ3AqrIAPr4Pivag2WI5OHw27sR+LXvNFlTq1ticrwa7+G0vUqmd/RNlVRiYGsWg9FgGdkmkb1pCWPvwDpwJiaJAjN1CQpSVOIdVAipx4grUcTmMOi4rYNU0Yr2V4HOheypwV1XgqqoIdieMRDohgElR6BZnplucmfN7GAGXqukcLKvRpbBIZVeRMcO1IVdlQ251wGUzwaJNbtbk+BidqvBDiZvXtniYdJK9zhmttkZax4v2rNHBVY8ePbjpppuYPHky3bt3b4kxCXFi8VRAwS7QW3i+pCwbPr4XSg/jcyRxaMRjeOIyW/aazShQq1CzJfq+OuqlkqIsDEqPY1BGAoMy4ujRKbrN1ii0FEWBaLuFBKeVOKf1hHv8QjSYyQT2GLDHoEQn40gEh66DzwXeKlR3BVWVZXiqKnF5vLi8KqoemY9jzCaFzHgzmfFmxvY09qmasd7WthrphLuKNTz+l8bN+Sqb882Ah6xkMyO6tu/P1I/VOt5m8ddzSet4EUGN/i2bNm0ar7zyCn/84x8ZM2YMN998M+PHj8dub/ufhAjR5ngqWyewKtoH/70XKvLxRnXm4Nlz8EWntew1j5Oq6ewr1YyW6Hk+NuVr5FeG/0HtmuhkUHocWRlxDEqPp3Oc/YStH4q2m406KqcVi3yMK0TT1KjjMkclEZPo3+9fANldVW4EW1XluNzuiKUTghFw9Uww0zPBzEW9jH1e1Xjt3F6oMv8HV3Bsm/NVbvu0gl4JJs7PtDIm00pKVMd5nfBpOj6Pj8pa+2u2jrdbAk01pHW8aDlNCq6mTZvG2rVreeWVV/j973/P7bffzi9/+UtuuukmTj311JYYpxAdj7cKClshsMrfjv7f6SiuEtyx3Tk04jFUZ6cWvWRTCqo9qs62Ao2NBUZNwZY8DxWe0GDKbFLonRLNoPR4BmXEMSg9jnintUUfS1vntJlJ8LdOt0pAJUTL8ddx2Z2J2IFYANWL7qkwarcqy3BXVeB2V0UsnRDAalbok2jmu0M+dMCs6Ki6Qvc4E9nlmn/dLTf/3OBmSKqRdnhuNyvR1o4ZadRsHV9Wq65LWseLltDk+eFTTz2VU089lWeeeYYFCxZw//33s3DhQgYPHsxdd93FlClTTthPj4U4Jm8VFOw01plqSdk/oX/6IIq3AldCXw6NmI1mizv2/Y6TSVFYtKm+gmoHpT47mwphU56PzblutudVhXXvclrN9E+L9c9KxdGvc2xYvdSJyGkzEee0kuC0YbPIuwAhIsZsRXEm4HQm4Ezy79NUVE8lVRVluCrLjYDLVYmqtV7AFXit/XWWjWFxlawpjeJfmz3cMNBGeoyJZXu9bMxTWZ9rbM/+6GJEFwvnZ1oZlm45IVqk19c6vnY9l7SOF43R5ODK6/Xy3nvv8fLLL7N06VLOOussbr75Zg4ePMiMGTNYtmwZr7/+enOOVYiOwesyUgFbOrDa/z360kdQVA+VnU4i+6xH0axRLXtNv8CM1aJNbjTFxLAYeH6Tife3uOmbEsWKw7BoU17Y/RKirGSlx/lnpeLpmXzi1UsdjcNqCrZOt1skwBSizTKZMTtiiXHEEhNIEtB13K5yXBXlVFVV4K4sx+uqQG+BJkY1uwJOGGRj24FKbsyyBz/0mnSSnXnnR3OkQuOLvV6W7fNyoFRjxX4fK/b7iLcrjOpuBFoDO5lPyA/KvaqGV9WO2jreHpzxktbxIlyjg6u1a9fy8ssv88Ybb2AymZg4cSJ//vOfGTBgQPCY8ePHc/rppzfrQIXoELwu/4yV99jHHgdt5wqUFY+jaD4qOp9O9hkPoJtbty7yVyfZKfRa+dfGcv6FGSgBYEdedUZ8lwRnML1vUHoc6fGOE/IP+dHYLKZgyp/M2AnRjikKdmcsdmcs8f5duq7jqqqkqrLcP8NVjs9VCfrxffCm6XqwK6BaIxsg8KGX5m/I0TnaxC+zjABsZ5HGF/u8fLnPS5FL58MdXj7c4SUjxsQFPaycl2mlS6zMkle3jg9N5w9rHe//v7SOPzE1Org6/fTTGTt2LAsXLuSqq67Cag2vd+jZsyc33HBDswxQiA7D526VwMq75T9YvpmHgkZZl5HknHYPmFq3Q5Sq6by+08onO4r8e4y/Ln1TY4LNJwamx5EQZTv6SU5QVotCvD/lz2mTgEqIjkpRFJxR0TijooHOgPHaWVlVhcsfcLmqytE9LhTNXf/JaqhvgeC66mAVRTHWyUoyc8sQO2uPqHyx18v/Dno5XK7x6iY3r25yM7CTUZ81uruFeLsEWjVJ63hRU6Pfce3evZvMzPrbN0dHR/Pyyy83eVBCdDg+T6sEVlU/LsH54/MAlPS4iNwhvwOldd+g7yvReOIHHzvyy4L7TIqOpiuc0TOJG06XJRxqs5j9AVWUlShb+26VLIRoOrNJITY6itjoKCAVALdPpcrl8c9wVeBxlaN4q1BUN829Sp/ZpHB6uoXT0y1UeR2sOuRj2V4Pa4+obC0wtoVr4fR0Cxf0sHJWhgW7RaZmjqbe1vHmGvVc0jq+Q2n0X/Hc3FxycnI488wzQ/Z///33mM1mhg0b1myDE6JD8HmgYAeonha7hKbqVH73T2I2LwagsO8vKBg0mdbMR1A1nXe3+3hlowuvqmM1K3hVnQmnd+Usy16+9/Vg8ff7ASTAwngTE+9P+YuxS0AlhKib3WLGHuMkIcYJpKDrOlVelUq3F1dlBa7KCnzuCky+KhSfC2ieOi6nVeH8HlbO72GlsEpjxX4vy/Z62VGk8d1hH98d9hFlgXO7Wbmgh5WTU82YJAeuwXyqjk9teOt4m0x1tRuN/kndcccdHDhwIGz/oUOHuOOOOxp1LlVVeeSRR+jZsydOp5PevXvz2GOPoddYoG/y5MkoihKyXXTRRfWed9asWWH3qVkTJkSrUb3GjFULBlZur4/ylX8OBlb5gya2emB1sFTlni+r+Mf6KryqTka8A6+qc+OZ3blhWFcArh/WlRvP7M7i7/ez5If9rTa2tsRkMpp29EiOYmB6LF0SnBJYCSEaRVEUomwWkmOddO2cTJ+emfTpO4D0PicT3+s0bGmDUOO643OmoFljmuWaSU4TV/e3s2BcDP+8OJpfDrLROUqh0gef7fEyfXklv/qwnH+sd7GnuIWXF+ngAq3jy1w+8svdZBe72FdQyc7ccvYXVpJd4qKgwkOZy4fbp9GKTShFAzX6r/qWLVvqXMtq6NChbNmypVHneuKJJ1i4cCGLFi0iKyuLNWvWMGXKFOLj47nrrruCx1100UUhaYYNWbA4KyuLZcuWBb+2WOQNjGhlwcCq4bnyjVVS4Ub5+ini9hvP9dyTf0dJr0tb7Hq1abrO+9s9vPiTG49qtE7/zbk9yStzYzYp3HB6dzS1ujg7MGOlaZFacrP1KQrEO63EOa3EOSzSsEMI0ewsZhOxZhOxDivEOYBOuH0qpRUuduw+gDtpIGZUFNWNSXX7/+8xUgsbudZiZryZKSebmTTYzuY8lS/2eVm530telc5bP3t462dPcKHi8zKtJHeghYojqbGt420WqeuKlEZHHHa7nSNHjtCrV6+Q/dnZ2Y0OYFatWsWVV17JpZcabwZ79OjBG2+8werVq8OumZaW1qhzWyyWRt9HiGaj+ozAyudqmdNrkFdSSsw3/0dM9ip0xcSRU++mrNuYFrleXbLLNZ76voqNecYf5lO6JfD78/qQGnv0Ymo4MVICFQXiHEbKX6zDgkly6IUQrcxuMQebBmUkRpFfqeJTneFJg5ovGHApqgeT6kIJBF711HSZFIXBqRYGp1q4/VQHq7N9fLHXy/eHfSELFZ/S2cz5mVbO6cALFUdafa3jbRZTjcWSpXV8a2h0cHXhhRfy4IMP8sEHHxAfbzQULS4uZsaMGYwdO7ZR5xoxYgQvvPAC27dvp1+/fmzYsIFvvvmGefPmhRy3YsUKUlNTSUxM5LzzzuPxxx+nU6dORzmrYceOHWRkZOBwOBg+fDhz586le/e639S53W7c7uqPAUpLSwFjLS+vt2UbEBxL4PqRHodoBNUHhbtBbZnAyu3VyC0qpvN3jxOdtx7NZOHwaX+gPH24kU/QwjRd5+NdXl78yY3LBw6LickjMrloUCqKooTMVAHBr2vv72gUBaJtFuKjLMTarcGASlV9qJIl027Ja7BozwLP22irQlySg/wKDwXlbvRafyo0kx1MdqjVANoIsjwQmOnSjKBLqdWcyazA8AwLwzMslLl1vj7o5ct9Pjblq6w7Ymx//dHF8AwL52VaOS3NLAvytgIVHY8aPtNltI5XsJhrBF7+joZtKbnC6/8koC28/jZmDIqu1/4Vq9+hQ4cYOXIkBQUFDB06FID169fTuXNnli5dSrdu3Rp8Lk3TmDFjBk8++SRmsxlVVZkzZw4PPvhg8JglS5YQFRVFz5492bVrFzNmzCAmJoZvv/0Ws7nuLmiffPIJ5eXl9O/fn+zsbGbPns2hQ4fYtGkTsbGxYcfPmjWL2bNnh+1//fXXiYpqnUVXhWgoi6+Cs3bPo1PFDnwmO9/3mkZ+bFarXLvQDW/sMrG9xMg16BOnM6G3SnL9k1VCCCFOQAUu+DFf4Yc8E7mu6nft0RadU5N1hiVrZMa0aomwEE1SWVnJL3/5S0pKSoiLi6v32EYHVwAVFRUsXryYDRs24HQ6Ofnkk5kwYUKda17VZ8mSJUyfPp2nnnqKrKws1q9fz7Rp05g3bx6TJk2q8z67d++md+/eLFu2jPPPP79B1ykuLiYzM5N58+Zx8803h91e18xVt27dyM/PP+Y3sKV5vV6WLl3K2LFjG/39Fa1MU40ZK19Vs59a1SC/zEVVWQHdvn0UR+keVGs0B86chSup5Zu16LrOp3u8/GO9m0of2MwKE8/qzqWD047ZHUpTfezf+B3dB5+Fydwxah+jbOZgDZVFkto7NHkNFu1Zfc9fl0clp9RFpaeZp9Y1NTjjpdRIMdyVX8WX+zysOOCjyFX91rNLjMJ5mVbGZFrJiJHX07bKYgabyUgpDLSOt7Rw63ivZmLp+v1t4vW3tLSU5OTkBgVXTXqnEx0dza233tqkwdU0ffp0HnjggeCCw4MHD2bfvn3MnTv3qMFVr169SE5OZufOnQ0OrhISEujXrx87d+6s83a73V5nkwyr1RrxH2ZAWxqLqIOmQvEe0N00dwWpy6uRU+pCL8shc9Uj2MoP4bMncGjEY3jje9LSq1jlVWrMW13FmhzjD/DAztFMGzuAjARno85jMlvadXDltJlJ8LdOt0pAdcKR12DRntX1/LVarcRGOyip8nKk1IXb20xt58wWsBrvqXSqq7Z6JMNN/bxM8bhYf6CQ5TuKWLWvgkPlOv/a7OFfmz0M8i9UPEoWKm5zdB3cqoZbBagOyAOt420Wo4lGs7aOV4xztIXX38Zcv8nvdLZs2cL+/fvxeEJbTF9xxRUNPkdlZSUmU+g332w2o9XTV/LgwYMUFBSQnp7e4OuUl5eza9cufv3rXzf4PkI0mKZCwS7wVjT7qYsqvRSUu7GUH6Lr/x7GWpWH15nCobMfxxvTpdmvV5Ou6yzd62XBWhcVXrCa4NdndeeKU7phPkFy5Z02E3FOKwlOGzaL/KEXQnQ88f5Z+IIKD7mlbtSWrN01WVEcVob2jWVo30x+51H5bk8BK7blsv5AMVsKVLYUqCxYC6d3cXBBpoWz0hVZqLgNC7SOd/kAqmurFajRSMMItmwWE1aTCVMH/3Pa6OBq9+7djB8/no0bN6IoSnBNqkB7YbURlduXX345c+bMoXv37mRlZbFu3TrmzZvHTTfdBBhB0ezZs/nFL35BWloau3bt4g9/+AN9+vRh3LhxwfOcf/75jB8/njvvvBOA++67j8svv5zMzEwOHz7MzJkzMZvNTJgwobEPV4j6aZqRCtjMgZWqQW6Zi3K3D1vJbrqsehSLuxhPTFcOjXgMX1RKs16vtoIqjfk/uPjusPFC2a+TjWkXZtGtU3SLXrctsFtNJDitxEdZsVtael5QCCEiT1EUkmPsJEbZyC1zUVDuCWt60RKcNjNj+qcypn8qRRUeVu7IY8W2XHblVfDdQRffHTTSsM/ulcCY3rEMSbVg1rzB7oaNbSMvWs+J3Dq+0cHV1KlT6dmzJ1988QU9e/Zk9erVFBQUcO+99/L000836lzPPvssjzzyCLfffju5ublkZGRw22238eijjwLGLNZPP/3EokWLKC4uJiMjgwsvvJDHHnssJI1v165d5OfnB78+ePAgEyZMoKCggJSUFM455xy+++47UlJa9g2pOMEEAitPebOeNpAG6FU1HAVbyfhuFmZvBa743hwe8UdUe3yzXq8mXddZvt/Hcz9WUeYBiwl+NTSJq84c2KFnq2wWUzDlz2GVgEoIcWIymxTS450kRdvIKXFRWtV6XV4To21cdUoXrjqlC/sLK1mxLZcV2/PIK3Oz9OcClv5cQHKMjVH9UhnTP53MTtE12sh7/Gt3uao7HIY3nRdtxNFax1tM1fVcVrMJczstJWj0qL/99lu+/PJLkpOTMZlMmEwmzjnnHObOnctdd93FunXrGnyu2NhY5s+fz/z58+u83el08tlnnx3zPHv37g35esmSJQ0egxBNEgysypr1tIE0QB2Iyl1H+vePY1LdVCUN4vBZj6LZYpr1eiHXdmk8u8bF1weNP6Z9Ek3cPaYn3TManoLbnlgtCvH+lD+nTQIqIYQIsFvMZHaKpsLtI7ukiipP6wYq3ZOimDi8B786K5Mth0tZsS2Xb3bmk1/u4d21B3l37UF6Jkczul8Ko/ql0CkmPKsiEHDVXDBZUT0omruOK4q2wKfp+DSVKq8xI6kr7XMJl0YHV6qqBtuZJycnc/jwYfr3709mZibbtm1r9gEK0eboOhTtadbAqmYaIED04VWkrXkSk+ajIvVUss+YgW5puX7nXx3w8tc1LkrcOmYFbjzJyS/O7I/J0XLBXCRYzP6AKspKlK19fiImhBCtJdpuoU9qLMWVHiOjwtcKuYI1mBSFk7rEc1KXeG4d2Zs1+wpZvi2XNXuL2JNfwZ78Cl5ZtZch3RIY3S+F4b07BV/bdbMN3WwDYglJHtT1GkFXzVkvN+jt8828aFsa/e7ipJNOYsOGDfTs2ZMzzzyTJ598EpvNxgsvvECvXr1aYoxCtB26bsxYuUub7ZRVXqMdrk81/mjF7v+Czmv/goJGWcbZ5Ay7D0wt0yWn1K3x7I8uVuw3/qD0jDcxfXgc3Xv0adFgrjWZTQrx/pS/GLsEVEII0VgJUTbiHFbyy93kloUvQtwabBYTI3onM6J3MmUuL9/szGfFtjy2ZJey/kAx6w8Us2DlLs7qmcSY/qmc0i2h7qUyFAXd4kC3OMITBzW1xkyXC0XzYPL567skzVA0UKPfaTz88MNUVBjF+3/84x+57LLLOPfcc+nUqRNvvvlmsw9QiDYjMGPVjIFVzTRAgPhdH5G68e8AlHS/gNxTfg+mlklZW3XIy/wfXBS5dEwK3DDQxi+HJKEn9kA3te8gxGSCOIcxQxVjtwQb7gghhGgak0khNc5BYrSNI6Uuiiu9EQmyAGIdVi4+KZ2LT0onp9TFyu15LP85l0PFVXy1I5+vduQT77Rybt9kxvRPpW9qTMP+DpjM6KYoVGtU+G2a1wi0NP9Ml8+Norn99V0R+kaINqnR76Bqdunr06cPP//8M4WFhSQmJsobGNFx6ToU7QVXSbOcrnYaILpO4vY3Sd76GgBFva8k/6Sbg2s8NKcyj86CtS6W7TWKSLvHmfjDmU76ZHTCG9MN2unvsaL4Wwr72wrL65EQQjQ/q9lE18QokmNUsktclLsim0qXFufg+mHduO60ruzMLWfF9jy+2p5HcZWX//yUzX9+yiYj3sFof1fCtPgmZmWYrGi2OrJIdL1WwFWzvssTfrzo8BoVXHm9XpxOJ+vXr+ekk04K7k9KSmr2gQnRZug6FO8DV3GznK52GiC6TvLml0jc+R4ABQNupLD/DS0S5Kw+7GXeDy4KqnQU4NoBNiYNtmOK6Yw3Oq3Zr9fSFMWYoYp3Wol1WDB14I6GQgjRljisZnomR1Pq8pJT0oyLEDeRoij07RxL386x3HR2T9YdKGLFtjy+3V3A4RIXr6/ez+ur9zMwLZbR/VM5p08ycc5mSLlXFHSzHd1sR7PVuk3X/DVdrmB9l7SR7/gaFVxZrVa6d+/eqLWshGj3ivdBVVGznKp2GiC6Sur6vxG/73MA8gbfQnHvK5vlWjVVeHWeX+fi093GbFWXWBPTz3SQlWzFG9MVnyOx2a/ZUhQFYuwWEqKsxDqsHbpFvBBCtHVxDiuxdguFFR6OtPQixA1kNikMy0xiWGYSlR4f3+0uZMW2XDYcLGZrThlbc8r4x9e7OS0zkTH9Uzm9R1LLLBSvmOqp75I28h1Vo9MCH3roIWbMmMG//vUvmbESHV9R8wRWPk0nt9RNhadG+oTmJe3HecQe+hodE7lDf09p5tjjvlZta3N8PL26irxKY7ZqfD8bU06247Ba8cRlolnb/sLAimJ0rYp3GrNUElAJIUTboSgKnWLsJETZyCtzk18emaYXdYmyWThvQCrnDUiloNzN1zvyWb49l915FXy/p5Dv9xQaCxX3SWZMvxSyusRjao20cpMFzWSBOv4GKzVaxwdmuqSNfPvR6ODqueeeY+fOnWRkZJCZmUl0dOiTYu3atc02OCEiqng/VBUe92mqPCo5ZTXSAAHF5yL9h7lEH/kRXbGQM2w65V3OPu5rhVzXq/OPDS4+2mnMVqVHK9x3ppOTUy3oJjvuuMw23xEwym4mwR9Q1dn1SQghRJthNimkxTtIqtH0oi3pFGPnqqFduGpoF/YVVLBye171QsVbjrB0yxGSY+yM7pfC6P4pxkLFEVDdRp4GtpH3gN62vtcnskYHV1dddVULDEOINqb4AFQWHPdpCis9FJZ7QvoImbyVZHw3G2fBZjSznewzZlDZ+bTjvlZNG3J9PP19FTkVxpUv72PlliEOnFYFzRKNJy4T2mhHQKfNTIK/dbpVAiohhGh3bBYT3ZKi6BTj43CxiypP2ysnyewUzcTh0fzqrEw2+xcq/t/OfPLL3byz9iDvrD1Ir+RoRvdPYWTfFDrF2CM95GO3kQ+2jq/RRl7zSH1XK2v0u6uZM2e2xDiEaDtKDkJl/nGdos40QMDkLqHLtzNxFO9EtURxePhMXJ2yjutaNbl8Oi/+5Ob97UaHotQohXvPcHJqmvGrrtoT2mRHQKfNRJzTSoLT1jJ570IIIVpdlM1Cn9QYSiq95JS68PjaXi2RSVEY3CWewV3iuW1kb37YayxU/OO+InbnV7Dbv1DxyV0TGNM/hbN6dWqbi9CbzOgmJ6rFGX6btJFvVW3w2SFEBJUcgoq84zpFlcffDbBWUa+5Kp8uqx7BXnYAny2ewyP+iDuh93Fdq6ZNeT6e+t7F4XLjj9clvazcOtRBtNUIpHzOVHxtqCOg3Woiwd863WFtmbW8hBBCRF58lJU4p4X8cg+5ZS60thdjAcaM29l9kjm7TzKlVV7+tyuf5dvy2FpjoWKbZRdn9ezEmP4pR1+ouK1pQBv58PouaSPfVI0OrkwmU73rx0gnQdFulR6GitzjOkVdaYAA1opsuvzvYayVR/A6kzk04nG8sV2P61oBbp/OKxvdvLvNuG6yU+GeM5ycnh749VbwxnRFbQMdAW0WUzDlTwIqIYQ4cSiKQkqsncQoK0fK3BRVeNpM04u6xDlrLFRc4mLF9lxWbMvzL1Scx1c78oh3WhnZN5nRjVmouC2p0UYeatd3Ha2NvAf0yK5t1tY1Orh67733Qr72er2sW7eORYsWMXv27GYbmBCtqjQbyo80+e4+TedIqZtKT/gLjq10L13+9wgWdxGe6HQOnT0HX1Tq8Yw26OcClSe/r+JAqfEx4NgeVm4/1UGMzf8Cr1gi3hHQbDbG0is5mtjott1AQwghRMuymE10SXDSKdpGTomLsggvQtwQafEObji9O9cP68aO3HJWbMvlqx35lFR5+einbD76KZsuCU5G909hdL/jWKi4LTlGG/nQma7qBhvSRr4JwdWVV4avwXPNNdeQlZXFm2++yc0339wsAxOi1ZTlQHlOk+9e6VE5UkcaIIC9aBtdVs3E7C3HHdeDQyMea5YZJI+q89pmN29u9aDpkORQmHq6gxFdqqf9dZMdTwQ7AioKpMbaSXCY2AU4bDJTJYQQwuCwmumRHE2520d2cRWuCC9C3BCKotCvcyz9/AsVrz9YzPKf8/huTwGHiqtY/P1+Fn+/n4HpcYzpn8LZvZtpoeK2xmRBN1lQrVFhNx29jfyJU9/VbDVXZ511FrfeemtznU6I1lF2BMqym3z3wgoPhRXhaYAAzryfyPj+MUy+KqoS+3N4+Gw0W0zTx+q3o9CYrdpbYvwhOi/Twh2nOoizV+d9R7ojYJzTQnq8E5vFhNcr7WGFEELULcZuoW/nWP8ixKHLlrRlFrOp1kLFBSzflsdPB4vZml3K1uxSXviqFRYqbmMa1kbeE/LvjtZGvlneeVVVVfHXv/6VLl26NMfphGgd5blQdrhJd/VqOkdKXFR5664xjM7+nrQf/g+T5qUyZQiHz3wYva4OPo25pqrzxhY3r2/xoOqQYFe4a5iDc7uFfioWyY6ANouJ9AQHcY4O+EmdEEKIFpMUbSPBaSWv3E1eWdtZhLghjIWKO3PegM4UlLv5akceK7blsTu/eqHiaP9CxaP7p5KVEdc6CxW3JU1oI99eg65GB1eJiYkhBXu6rlNWVkZUVBSvvfZasw5OiBZTngelh5p01/rSAAFiD6yg89p5KLpGedpZ5Jz+h+CnOE21u1jlye+q2FVsvCSd283CXac5SHCEfgoWqY6AgRTAlFh7+yvoFUII0SaYTAqd4xwkRrXNRYgbolOMnfFDuzJ+aFf2FVSwYpuxUHF+uZvPtxzh8xoLFY8ZkEr3pPDUuhPO0drI6yrsOb5GY5HQ6ODqz3/+c8ibJ5PJREpKCmeeeSaJiZHvRibEMVXkQ+nBJt21wJ8GeDTxe/5LyoaFKOiUdhvDkaHTwNT0WiNV01my1cNrm934NIi1GbNVo7pZagUxkesIGOuwkJ7gwG6RmiohhBDHL7AIcXKMSnZJFRXu9tmJOrNTNJNGRPPr4ZlsPlTC8u154QsVp0Qzpl8qI/ulkBR9fB/Eirah0cHV5MmTW2AYQrSSigIoOdDoux0rDRAgcfvbJG9ZBEBxz0vJO/k2UJqeX72vxKit2l5ozFYN72Jh2jAHSc5a54xQR0BJARRCCNGSnDYzvVJiKKnyklPSNhchbgiTojC4awKDuybw29oLFedVsDtvDy+v2uNfqDiV4b064ZQmUO1Wo4Orl19+mZiYGK699tqQ/W+//TaVlZVMmjSp2QYnRLOqLISS/Y2+W4XHR26p+6hpgOg6nbYsImnHOwAU9ruegoG/anLNk6rpvLvNwysb3Xg1iLHC7ac6uKCHNSzlTjfZ8cT3CK5R0RoCKYDJMXZMJkkBFEII0bLinVbiHBYK/E0v2uoixA1Re6Hib3bms2JbLltzyoILFS+wmDirVydG909haLdEzPK3tl1pdHA1d+5c/v73v4ftT01N5dZbb5XgSrRNlYVQvK9Rd9F1/6LA9aQBomukbFhIwt5PAMjLmkJx3180eZgHS1We+t7FlgJjhuz0dAv3nO4gOSp8BiwSHQElBVAIIUQkKIpCcow9WI9V2MYXIW6IOKeVSwanc8ngdLJLqli5PY/lP+dyuMTFyu15rNyeR4LTyrl9kxnTP5U+7XGh4hNQo9+V7d+/n549e4btz8zMZP/+xs8KCNHiqoqguHHPTa+mk1PiwlVPGiCaj85r/0zcwZXoKOSecgelPS5q0hA1Xef97R5e+smNW4UoC/x2qIOLeoXPVkHrdwSUFEAhhBBtgdmkkJHgpFOMsQhxaVXbX4S4IdLjnSELFS/flsvXO/IprrVQ8Zj+KYzqn0paXAdYqLiDanRwlZqayk8//USPHj1C9m/YsIFOnTo117iEaB5VxVC0j8YsXFfh8XGkxI1az0diiuoh7Yf/IyZnNbpiJue0eyjvOqpJQ8wu13jq+yo25hmB3Kmdzdx7hpPU6LrrtVqzI6CiQEqsnRRJARRCCNGG2C1mMjtFU+H2kV1SRZWnHecK1lBzoeKbz+7J+gPFLN+Wy3e7CzlUXMVr3+/nte/3Myg9jtH9UzinTzKx8sFnm9Lo4GrChAncddddxMbGMnLkSABWrlzJ1KlTueGGG5p9gEI0WVUxFO2loYGVrhvdAIsq60kDBBRvJRnfP05U/k9oJhvZZzxIZdrpjR6epuv8Z6eXf2xw4fKBwwK3nuLgst51z1YZHQG7oToSGn2tppAUQCGEEG1dtN1Cn9RYiio8HClz4fW181zBGixmE8N6JDGsh7FQ8be7ClixPY8NB4rZkl3KFv9CxcN6JDK634mzUHFb1+ifwGOPPcaZZ57J+eefj9PpxOn8//buO0yq8vz/+Hv6zPbOsrBLL7ICClLV2ChGQrAlti9B7DEElQQFIyAiIiTBNcZoNBj4JSr4NdGvLSoSUZCiVMVCWXrZyrJ9ys6c3x8DI+vuwjaYXfi8rovrcs6ceeY+uw849zz3uR8XI0aM4PLLL+eJJ55o0Fh+v59p06bRqVMnXC4XXbp0YdasWRjHrRjceuutmEyman+uvPLkpVfPPvssHTt2xOl0MmjQID7//POGXqq0Zu7iBiVWPr/B/iOVJ02szN5S2q96hIiCL/FbXRwcOrNRiVVueYApyyt4Zn0wseqTbOGFK6MY3dVee2JlsuKN7XxaEiu71UxGYgQdkyKVWImISKsQH2mne0o0bWIcp6ti/rSKsFu54pw2zBpzLn+/dQDjh3akU1IkVQGDNTsP8+T73/GLv6/lz//dzpYDxQRa+w1prViDV67sdjtLlizh8ccfZ9OmTbhcLnr37k2HDh0a/OZz587lueeeY9GiRWRmZrJu3TrGjx9PbGwsEydODJ135ZVX8ve//z302OE4cWe0JUuWMGnSJJ5//nkGDRpEVlYWI0eOZOvWraSkpDQ4Tmll3CVweBf1TazKvFXknaQMEMDiPky7VdNwlOzBb4vmwNDH8MR3a1BohmHwn50+/rrRTUUVOCxwe18HY7rZ69yt/XR1BFQJoIiItGZms4mUGCfxkcGmF0XlrW8T4vpIjHJwbb/2XNuvPbsLylm+LZ9PtuVRUOblg29y+eCbXJKjgxsVX9pDGxWfbo1uM9atWze6dWvYB8sfWrVqFWPGjGHUqFEAdOzYkVdffbXGKpPD4SA1tf73mMyfP58777yT8ePHA/D888/z7rvv8tJLLzFlypQmxSwtnKcUiuqXWNW3DBDAWp5Lu1WPYC8/RJUzgQNDZwU79TVAfkWA+Z9Xsi4neG9VryQLkwc5aR9d9+rQ6eoIqBJAERE5U9gsZtrHH9uE2E2Z+8xoelGbjkmR3JoUyS+GdGDLgWKWb83ns+wC8ks9/O/6/fzv+v10SY7k0h4p/KibNio+HRr8ie26665j4MCBPPTQQ9WOz5s3jy+++IL//d//rfdYQ4cO5YUXXmDbtm10796dzZs3s3LlSubPn1/tvOXLl5OSkkJ8fDyXX345jz/+eJ3NM7xeL+vXr2fq1KmhY2azmWHDhrF69epaX+PxePB4PKHHJSUlAPh8Pny+8H7rcez9wx1Hq+AtC5YCGie/qdXnN8grdeP2nfxce+k+2q+ehs1diDcilX1DZuGLTIW69r36AcMw+GhPFc9vdFPuA5sZbu3t4OpuNixmE/46xvHbY6mKahfME/2n5n8MVouJ1NijXQCNAL56/DwaSnNYWjPNX2nNzvb5awHax9opdZrILfa02k2I6+vctlGc2zaKOy/qwLo9RSzfVsD6vUfIzi8nO38Xf/9sF33ax3JptyQGd07AZWvhX6gawS+jW8L8bUgMJsNoWFFmcnIy//3vf+ndu3e141999RXDhg0jNze33mMFAgEefvhh5s2bh8Viwe/3M3v27GqJ0eLFi4mIiKBTp05kZ2fz8MMPExUVxerVq7FYak6KgwcP0q5dO1atWsWQIUNCxx988EE++eQT1q5dW+M1jz76KDNnzqxx/JVXXiEiQkupZ7PYil0M2fF7HP4ySpztWN31Qdy2+Hq/vsQLS3aa2VIUvL0xI9Lglq5+UjWtRERE5BQr88HGQhPr8s3sLvu+5N9uNuidYDAgyaB7nIFFdwOcUEVFBTfffDPFxcXExMSc8NwGr1yVlZVht9dcUrTZbKEVn/p67bXXePnll3nllVfIzMxk06ZN3H///aSlpYU2Iz6+A2Hv3r3p06cPXbp0Yfny5VxxxRUNDb9WU6dOZdKkSaHHJSUlpKenM2LEiJP+AE81n8/H0qVLGT58ODabWm3WylsRLAU0TrAnFcfKAD0U13NPDFfhFtp/9SQWfyWVcV3JGTyTDvb6zQfDMFi+r4q/fOWm1AtWM/xPpp2f9bCfdKd1X2R7As7Yer1PY0Q5rKTGOrCfphJAzWFpzTR/pTXT/K3JHzAoKPNyuNzT6jchrq9zgbHAoWI3n2wvYPm2Ag4Vu1lfYGJ9AcS6bPyoayKX9kiiS1Jky9mo2PCze/PqFjF/G5LjNDi56t27N0uWLGH69OnVji9evJhevXo1aKzJkyczZcqUUALVu3dv9uzZw5w5c0LJ1Q917tyZpKQkduzYUWtylZSUhMViqbGClpubW+d9Ww6Ho9YmGTabLey/zGNaUiwtircCSvaA2eBEzS99foPcEjfuKv9JkxuAiNx1tF37BOaAl4rEczk0eDomWwT1SUeK3AGeWedmxf5gEtc13syDg1x0ijvJq03W4P1VtsiGt/GsB5vVRNtYF7Gu8MwjzWFpzTR/pTXT/P2eDWjvsJMSG0FOsZviyvCXnJ0u7RKiuHlQFDcN7MC23DKWb83j0+35FFf6ePurHN7+Kof28S4u7ZHCpd2TaRPujYqN4Oe1ljB/G/L+DU6upk2bxrXXXkt2djaXX345AMuWLePVV19t0P1WEFxiM5urf4y0WCwEAnXXxO7fv5/CwkLatm1b6/N2u53+/fuzbNkyrr76aiBYfrhs2TImTJjQoPikhfNWQOGOk65YlXqqyCtx1/cWKaIOrCB13R8wGX7K2gwgZ+CUenfq+3Sfjz+tc1PsCS6x35Lp4KZedqwnSehOZUdAdQEUERGp7ti2IxXeKg4ecVPpPfFniTOJyWSiR2o0PVKjuf2iTmw8ulHx2p2H2V9UyT/X7OGfa/bQq20Ml/VI4aKuSUQ5T21jrTNJg39So0eP5s033+SJJ57g9ddfx+Vy0adPHz766CMuueSSBo81e/ZsMjIyyMzMZOPGjcyfP5/bbrsNCJYgzpw5k+uuu47U1FSys7N58MEH6dq1KyNHjgyNc8UVV3DNNdeEkqdJkyYxbtw4LrjgAgYOHEhWVhbl5eWh7oFyBvBVwuHsEyZWhgEFZR6ONOBbqZjdH5Cy6c+YMCht9yNy+k+qV6e+Ek+AZ9a7Wb43uFrVKdbMg4NddI0/+VrXqewIGOW0kqYugCIiIrWKsFvpmhLFkQovOSVn1ibE9WG1mBnQMYEBRzcqXpVdyPKteXy5vzi0UfFfP81mQMcELu2RzICOCdgs2qj4RBr1aW7UqFGh9unH27JlC+eee269x3nmmWeYNm0a9957L3l5eaSlpXH33XeHSg4tFgtffvklixYt4siRI6SlpTFixAhmzZpVrYwvOzubgoKC0OMbbriB/Px8pk+fTk5ODueddx7vv/8+bdq0aczlSkvjqwyuWAXqvnfK6w+QW+zBXVX/b6LidrxB8pYFABR3vJK8vr8E08mTklUHfGR94abIbWA2wY3n2PmfTAe2etwd6nfE4YtKp7l3PAx3CaCIiEhrEhdhJ9ZlI7/MQ36phxMUUZ2xIuxWhp3ThmHntKGwzMMn2/L5eGseuwsrWL2zkNU7C4l0WLioSxKX9UzhnLYxde7ReTZr8lflpaWlvPrqq/ztb39j/fr1+P31/zAbHR1NVlYWWVlZtT7vcrn44IMPTjrO7t27axybMGGCygDPRD43FGafMLFqaBkghkHCdy+TuHUxAIe7XUdhr1tPmvCUeg3+ssHNR7uDK2MZMcF7q3ok1m+VqCqiDVURzZvwqwRQRESkcUwmEynRThIi7OSWeigq9541TS9+6PiNincVlPPJtjyWb82nsPz7jYpToh1c0j2Zy3qkkK6NikManVx9+umn/O1vf+Pf//43aWlpXHvttTz77LPNGZtIdVWeoytWtZf5NaYMECNA8lcvErfzbQAKev2Cou4/P+nLPj/oY/4Xbgorg6tV1/ewM663A3u9epma8EWl43fG1T/OelAJoIiISNNZLWbaxblIjLSTU+ym9AzehLg+OiVF0impE2MHd+Trg8V8vDWPz3YUknfcRsVdk6O4tEcyP+qWTPxZvlFxg5KrnJwcFi5cyIIFCygpKeHnP/85Ho+HN998s8GdAkUa5CSJVbAM0I27IRsEBvy02fgnYvYtAyCvzy8p7lyz3PV45T6D5ze6eX9nMI520WYeHOSkV1I9/yod7QgYsEXWP86TUAmgiIhI83PaLHRMiqTU7SOn2I3bdxbWCh7HYjbRp30cfdrHcc8lfj7fdZjlW/NZv7eIHfll7Mgv46XPdnFeehyX9khhcKdEXPaz7wvfeidXo0eP5tNPP2XUqFFkZWVx5ZVXYrFYeP75509lfCJQ5Q0mVn5vrU+XuqvIK21AGSBg8vtIXTePqEOrMUxmcvs9QGn6ZSd8zYacKv7weSX5FQYm4Jrudsb3ceC01q/8rrk7AppMkBTlICVaJYAiIiKnSrTTRrTTxuFyL7klbqr8Z2mt4HEcVgsXd0vm4m7JFFf6WLk9n4+35rM1t5QNe4+wYe8RnDYzgzsncln3FPqmx9VrK5wzQb2Tq//85z9MnDiRX/7yl3Tr1u1UxiTyvRMkVoYB+WWeBu9RYapy03btbCLzNxIwW8kZMIXytoPrPL/SZ/DiZjdv7wi+T9tIE78d5KJPSv0Xfpu7I6BKAEVERE6vhEg7ccc1vThb78f6oViXjVF90hjVJ42DRypDjTAOFbtZvjWf5VvziYuw8aNuwfuzuiS3oI2KT4F6f9JbuXIlCxYsoH///pxzzjmMHTs2tPmvyCnh9x1NrDw1nmpUGSBg9paRtuZRXIe/I2BxcnDwI1Qmn1fn+ZvzqvjD2kpyyoP/go7uauPOvk5ctvr/o9CcHQFVAigiIhI+ZrOJNjFO4iPs5Ja4OVJx9mxCXB9pcS5uGpjBjQPS2ZpbyvKt+Xy6PZ8jFT7e2nyQtzYfJP3oRsWXtISNik+BeidXgwcPZvDgwWRlZbFkyRJeeuklJk2aRCAQYOnSpaSnpxMdHX0qY5WzyQkSq8aUAQJY3EW0WzUdR8ku/LZIDg6ZiTuhZ63nuqsMFnzp4c1twRWzlAgTvxnool9qw1aemqsjoEoARUREWg671Ux6QgRJUX4OFldS4Tl7NiGuD5PJRM/UGHqmxnDHRZ3YsPcIy7cFNyreV1TJP9bs4R9r9pCZFsOl3b/fqPiVtXswm03cOCCjxph/WrYdf8DggeHdw3BF9dfgGqXIyEhuu+02brvtNrZu3cqCBQt48sknmTJlCsOHD+ett946FXHK2cRfFUysqtzVDgcCUFDe8DJAAGtFHu0+ewR7+UGqHHEcGDoLb2ynWs/9uqCKeWvcHCwLropd1dnGXec7iWzAalVzdgSMclppG+vEaVMJoIiISEvislvokhxFcWWw6YW3gRU1ZwOrxczATgkM7JRAuaeK1dmFfLwtj6/2F/P1wRK+Pvj9RsU2i4lPtwf3rr3xgnahMf60bDvzl25jUgtPrKCJ+1z16NGDefPmMWfOHN5++21eeuml5opLzlZ1JFaeqgC5JW48jfhHy1Z2gHafPYKtMh+fK4UDFz6OLyqtxnlev8HCrzy8/p0XA0hymZg00MWAtg38a9JMHQFtVhNtY1zERqgEUEREpCWLddmIcVopKPMGq2uUY9Uq0mFlWK82DOvVhoJjGxV/l8eew8GNigFsFhMvr91LXkklV8XCnz/O5un/ZjNpeHcmXtHy+z40y931FouFq6++mquvvro5hpOzVcAPh7OhqrLa4VJ3Fbklbhpz36j9yE7arZ6O1XMEb1R7DgydRVVEco3zviv0M29tJftKgv8ajuhk45fnO4myN6wErzk6AqoEUEREpPUxmUwkRzuIj7CRV+rh8Fm8CXF9JEU5uK5fe647ulHx8q15LN+Wz+Hy4C0ZS7/NZykWoPUkVtBMyZVIkwX8wRUrX8X3hwKQX+ampJGb9zkLvyVt9aNYqspxx3bh4NDH8Dtiq53j9Rv882sPS771EjAgwWni/gFOhrRr+GpRc3QEVAmgiIhI62a1mEmLc5EYFdyEuKTy7N6EuD6ObVT8iyEd2XIguFHxsu/yABM2i6nVJFag5EpagoAfCrOrJVZNKQMEiMjbSNu1j2P2e6hM7MXBwTNqlOltPxxcrdpdHHyPyztY+VU/JzEOc4Pfz++IxxfVvtEdAVUCKCIicmZxWC10SIykzFNFTnEllV7VCp6MxWyib3oc3+aUBB+bDHz+4D1XrSXBUnIl4RUIwOGd4CsPHSqpDHYDbOxKeuTBVaSum4c5UEV5Sn8ODZyKYf2+1afPb/DqNx5e+caL34A4h4mJFzi5OL1xiU1TOgKqBFBEROTMFuWw0jUlmqJyLznahPikFn+xl5fX7uWWgekMtOxip6sH85duA2gVCZaSKwmfQCB4j5W3LPQwr8xNaSPLAAGi9y6jzYanMRGgNO1Cci74LZi/T5p2HvEzb00l2UeC3x5dnG5lYn8ncc6Gr1Y1tSOgSgBFRETOHvGRdmJdNgrKPORpE+JahRKrQRnceEE7dm7YxYTLumCxWFpNgqXkSsLj2IrV0cSqqWWAALHZb5Hy1QsAFGcMJ+/8CWAKJi7+gMHib73882sPVQGItgdXqy5JtzZul/AmdARUCaCIiMjZyWw2kRLjJD4yuAlxUbk2IT5eIGAEE6sBGWB8v3fYsYTK39BNTsNAyZWcfoEAFO0CbynQ9DJADIOErYtJ/O5lAIq6jKHg3DtC9z/tKfbz+7WVbD0cTNyGtLNy/wVOElyNWa0Cw+LAG9PwjoAqARQREREAm8VM+/ijmxAfqaRcmxADcPOgDnU+19JXrI5RciWnl2EEEytPSbOUAWIYJH39EvE73gCgsOctHO5xI5hM+AMG/9rqZeFXHnwBiLLBvf2cDOtoa9xqFY3vCBjpsJAW51IJoIiIiIQ4bRY6J0dR4g5uQuzxqelFa6fkSk4fwwiWAnpK8FQFyClp4k7mhp+UTc8Su+dDAPJ738mRLmMA2F/i5/dr3XxTGPwmaEBbK5MGOEmKaNxqFTSuI6DVYiItViWAIiIiUrcYp41oh5XD5V5ySzytovxNaqfkSk6P41asiiuryG9KGSBAwEfquj8SfXAlBmbyzv81JR2GEzAM3tzm5aUvPXj8EGGFe853cmXnxq9WQcM7AppMkBhlp020UyWAIiIiclImk4nEKAdxEXbySt0UlmkT4tZIyZWceoYBRbsJVBQ3vQwQMFW5afvFHCJz12OYrORcMJmydhdyqCzA79dW8lV+cLWqXxsLvxnoIiWy8atVjekIqBJAERERaSyL2UTbWBcJkXZyiz0UV6rpRWui5EpOvSN78JQdbnoZIGD2lZO25jFchV8TsDg4NPBhylL68c52Ly9uduOuAqcV7jrPyU+6NG21qqEdAVUCKCIiIs3FYbWQkRhBuaeKQ8VuKr1qetEaKLmSU6toD8WH85teBghYPMWkrZqOszgbvzWSg0NmsMfZkz8ur2BjbvAfnD7JFn47yEXbqKasVjWsI6BKAEVERORUiXRY6ZoSxZGK4CbEvirVCrZkSq7klPEf3kN+3sEmlwECWCoLaP/ZI9jL9lNlj+XAkJm8eTiDv24so6IKHBa4va+DMd3smJuyWgUEbFF4ozPq1RFQJYAiIiJyOsRF2Ilx2igo95Bf6iGgxoItkpIrOSXc+XvIydmPz9/0v/m2soO0WzUNW0UuPlcSX/V7jDlfJvLFITcAvZIsTB7kpH100xOc+nYEtFpMtI11Ehdhb/J7ioiIiNSH2WwiJdpJQoSd3FIPReVqetHSKLmSZld0MJvCvINNLgMEsBfvpt2qaVg9RXgj01icMZ25n8ZQ7vNjM8P4Pg6u7W7H0gzlePXpCHisBDAl2tks7ykiIiLSUFaLmXZxLhIj7RwqdlPWDFVC0jyadmNKE/n9fqZNm0anTp1wuVx06dKFWbNmYdSRgt9zzz2YTCaysrJOOO6jjz6KyWSq9qdnz56n4ArkeP6AwYHd2ylopsTKcXgr7VdOweopojyqI7+2Pcr0jTGU+6Bngpnnr4zkZz0dzZDkmPBFZZw0sYp0WOiaEkXbWJcSKxEREQk7p81Cp6RIOiZF4LSF9WO9HBXWlau5c+fy3HPPsWjRIjIzM1m3bh3jx48nNjaWiRMnVjv3jTfeYM2aNaSlpdVr7MzMTD766KPQY6tVi3SnUqXXz8G9OwiU5TXLeK78L0lb8xhmv5vciO5cWzKZA95IrGb4xbkOft6zeVar6tMRUCWAIiIi0pJFO21EOawUVfjILXFT5VetYLiENeNYtWoVY8aMYdSoUQB07NiRV199lc8//7zaeQcOHODXv/41H3zwQejck7FaraSmpjZ7zFJTQZmHgoO7sVQ0T2IVeWgtqV88iTngY4utNz8//AAVOOkab+bBQS46xTVP84iTdQRUCaCIiIi0FiaTiYRIO7EuG/mlHgrKPLofKwzCmlwNHTqUF154gW3bttG9e3c2b97MypUrmT9/fuicQCDA2LFjmTx5MpmZmfUee/v27aSlpeF0OhkyZAhz5swhIyOj1nM9Hg8ejyf0uKSkBACfz4fPF96N2469f7jjqI0/YHDoiJvywwewVubTHLsvxOxfTtuNT2EyAvzXuIBflk6gymRnbC87N5xjx2o24Q80/V+KgC0y2LgCC/hr1ilH2C20jXXisFkI+KsIaGuJRmvJc1jkZDR/pTXT/D17JUZYiLY7yS9txZsQG8EPXy1h/jYkhrAmV1OmTKGkpISePXtisVjw+/3Mnj2bW265JXTO3LlzsVqtNcoET2TQoEEsXLiQHj16cOjQIWbOnMnFF1/Mli1biI6OrnH+nDlzmDlzZo3jH374IREREY27uGa2dOnScIdwynXMX0bb/f8PEwb/8l/Eg767SYkw8z9dq2gfWUX2gYpmfLciYP8Jz/imGd9Nzo45LGcuzV9pzTR/pTVrCfO3oqL+n0HDmly99tprvPzyy7zyyitkZmayadMm7r//ftLS0hg3bhzr16/n6aefZsOGDZgasHfRj3/849B/9+nTh0GDBtGhQwdee+01br/99hrnT506lUmTJoUel5SUkJ6ezogRI4iJiWnaRTaRz+dj6dKlDB8+HJvNFtZYjiks95JX4sZcXoC1MrdZxkzY/r+k7P9/ACysGsEs/y/42TlObullx2ZpvpK8Klcy/oiUGsdNJkiItJMU1RwNMuR4LXEOi9SX5q+0Zpq/crySSh+5JZ5m2SbntDD87N68ukXM32NVbfUR1uRq8uTJTJkyhRtvvBGA3r17s2fPHubMmcO4ceNYsWIFeXl51cr5/H4/v/nNb8jKymL37t31ep+4uDi6d+/Ojh07an3e4XDgcNS878Zms4X9l3lMS4jFHzDYX1RBSWUVVs8RbJ48aGoiYhhEf7WQlJ3/AuBPVVfzuusGnh4cQY/E5tyY14QvKh3DGVejRWaEw0I7bQR8yrWEOSzSWJq/0ppp/gpAos1GQrSLgjIveaXulr8JsRH8jNkS5m9D3j+syVVFRQVmc/WPuhaLhcDR3/bYsWMZNmxYtedHjhzJ2LFjGT9+fL3fp6ysjOzsbMaOHdv0oM9SFd4q9h6uwFdlYKksxFZ+sOmDGgGM1c+SmvcBAE9U3cyRrtfyXG8H9mZcraqrI6C6AIqIiMjZxGQykRztID7CRl6ph8PahLjZhTW5Gj16NLNnzyYjI4PMzEw2btzI/Pnzue222wBITEwkMTGx2mtsNhupqan06NEjdOyKK67gmmuuYcKECQD89re/ZfTo0XTo0IGDBw8yY8YMLBYLN9100+m7uDNIfqmH3BI3hgEW92Fs5QeaPGa5x4d3+R8ZWLmSgGFinvUOMi8aRa+k5p2StXUEPFYC2CZGXQBFRETk7GO1mEmLc5EQaSe3xE1JpTYhbi5hTa6eeeYZpk2bxr333kteXh5paWncfffdTJ8+vUHjZGdnU1BQEHq8f/9+brrpJgoLC0lOTuaiiy5izZo1JCcnN/clnNGOLwOEo4lV2YmbQNTHpoMVtPn8SX7EBnyGhVeTJjJqyOU4rc2b6ARsUXijM8D8/TRXCaCIiIhIkNNmoUNiJGWeKnKKK6n0tvRawZYvrMlVdHQ0WVlZZGVl1fs1td1n9cNjixcvblpgUq0MEMDiLmpyYlXpM/h/G4u4dt+TDLV8gwcb6855iCE9BzdHyNX4HfHBVutHG6GoBFBERESkdlEOK11Toikq95KjTYibJKzJlbRMx5cBAljcR7CV7WvSmJvzqnhhTR7zqp7kPMtOKk0uDg6aRkpqn2aIuLqqiDZURbQBVAIoIiIiUl/xRzchLijzkFeqTYgbQ8mVhFT5A+wvqqTU/X3drdnTtMTKXWWw4EsPn23L5R/2J+lp3ofHGk3+hY8RiO/WHGEfJ9gR0O+MA1QCKCIiItJQZrOJlBgn8ZF2cordHKkI/ya+rYmSKwGg3FPFvqLvywABzJ5i7KX7gMZ9bfF1QRW/X+vGVJbD6/Yn6GDOw+tIIOfCx/HGZJx8gIY4riOg1WIi9eg/CiIiIiLScDaLmfSECJKi/BwqrqTc4w93SK2Ckishr9RNXkn1pV+ztwR76V4ak1h5/QYLv/Lw+ndeupj284pjDikU4Y1I5cCFj1MVmdp8wfN9R0CsDhJVAigiIiLSbFx2C52Toyhx+8gpduPxqenFiSi5OovVVgYIYPaWYi/ZQ2MSq+8K/cxbW8m+kgDnmnay2DmXKKMUT3QGB4bOwu9KPPkgDRDsCNiBCJddJYAiIiIip0iM00a0w0phuZe8Eg/+gG7Iqo2Sq7NUuSfYDfCH3WAam1h5/Qb//NrDkm+9BAwY5vyOv5h/jz1QiTuuGweGziRgj2nGKwh2BDRi02kf61IJoIiIiMgpZjKZSIpyEB9hJ6/UTWGZNiH+ISVXZ6G8EnetHWDM3rKjiVXDlnu3Hw6uVu0uDr7uvtQvua9kPuaAl4rEczk4eDqGLaKZog/yR7YhJjldJYAiIiIip5nFbKJt7NFNiIs9FFeq6cUxSq7OIlX+APuKKilz19yF2+wrx16ym4YkVj6/wavfeHjlGy9+A+IcJp7qvI5Ld2dhMvyUtRlAzsApGBZH810EJqyJHUhPTVMJoIiIiEgYOawWMhIjKPdUcajYTaVXTS+UXJ0lyjxV7KulDBCOJlbFu2hIYrXriJ+5ayrJPhJ8zcXpVh5L+ZSOXz+LCYPS9peQ0+8BMDffFDNbbCS07058fEKzjSkiIiIiTRPpsNI1JYojFcFNiI/vPn22UXJ1FqirDBDA5Kto0IqVP2Cw5Fsv//jaQ1UAou0mJl7g5GrP2yR//RIARzr+mPy+94CpeVaWTEBMdBSJ6edgsTubZUwRERERaV5xEXZinDYKyj3kl3oInIWNBZVcncF8/gD7DlfUuS+BqaoSR8kuMOq3hLun2M/v11ay9XDwb8qQdlbu7++g6+5XSNy2BIDD3a6jsNetYGqe+6CcNgspiYk4UrqCWWWAIiIiIi2Z2WwiJdpJQoSdnJLgJsRnU9MLJVdnqBOVAcLRxKq4fomVP2Dwr61eFn7lwReAKBvc28/JsA4WUrb8jbidbwNQ0GscRd1/1izxW452o4lJSIG4jGZL1kRERETk1LNazLSPP7YJsbvWe/7PREquzkC5JcFNgetiqnIfTaxOPsn3l/j5/Vo33xQGk7ABba1MGuAkyWnQZuPTxOz7LwB5fX5JcedRTY7dBMS4bCRGOrDEtoXo5t1wWEREREROH6fNQqekSEqPbkLsPsM3IVZydQY5WRkgHEusdp40sQoYBm9u8/LSlx48foiwwi/7ORnZyYY5UEXqF3OJOrQGw2Qmt98DlKZf1uT4nVYLydGOYBfAuAyIUOMKERERkTNBtNNGlMPK4XIvuWfwJsRKrs4QpW4f+w5XnnCi1nfF6lBZgN+vreSr/GCS1q+Nhd8MdJESacZU5SZt7eNE5G8iYLaSM2AK5W0HNyn2UAmgyxrsLhjfCRxRTRpTRERERFoWk8lEYpSDuAg7+aUeCspqb7jWmim5auUMwyCv1HPCMkAAk99zNLGqe5O3gGHwzg4fL252464CpxXuOs/JT7rYMJlMmL1lpK15FNfh7whYnBwc/AiVyec1Kf7YYyWAZsDqhITOYG3OfbFEREREpCWxmE2kxjqDmxAfbXpxplBy1Yr5/AH2Hq6g4gRlgBBMrOwnSaxyywP88fNKNuYGx+qTbOG3g1y0jTIDYHEX0W7VNBwlu/HbojgwZCaehB6Njv37EsDg+NijIaGTOgKKiIiInCXsVjPpCREkRgU3IT7ZZ9rWQMlVK1WfMkAAk9+LvXgXpoC31ucNw+A/O338daObiipwWOD2vg7GdLNjPtqhz1qRR7vPHsFefpAqRxwHhs7CG9upUXFbji4Hx7qOm3quBHUEFBERETlLRditdEmOorjCR06JG29V6216oeSqlTEMg9yS4MZsJ3OyxCq/IsBTX1TyxaHgtwS9kixMHuSkffT3q0e20v20WzUNW2U+PlcKBy58HF9UWqNir1YCeEy0OgKKiIiICMRG2IhxWSko85JfXBHucBpFyVUr4q0KsK/o5GWAAAR8RxOrmkmYYRh8tNvHsxvclPvAZobxfRxc292Oxfz96pH9yE7arZqG1VuMN6o9By58nCpXUoPjrlECCIBJHQFFREREpBqTyURytINou4nt4Q6mEZRctRKlHh85JScvAwQg4MNRvLPWxOpwZYCnvnCz5mCwY2DPBDOTB7vIiKl+r5Oz8BvSVs/EUlWOO7YLB4c+ht8R26CYay0BBHUEFBEREZETOv4L/9ZEyVUrsa+wErOlHr+uQFUwsfJXT6wMw+DjvVX8eb2bUq+BzQy/ONfBz3raa0zeiLwNtF07G7PfQ2ViLw4OnkHAFtmgeGstAQR1BBQRERGRM5aSqzNJHYlVkTvAM+vcrNgfXK3qGm/mwUEuOsXV7MwXeXAVqevmYQ5UUZ7Sn0MDp2JYnfUOofYSwKPUEVBEREREzmBKrs4UAT+O4l2Y/O5qh1fs8/GndW6OeAwsJrgl08FNvexYa1lqjd7zEW02/gkTAUrTLiLngt+A2Vavt6+zBPAYdQQUERERkTNcLcsLp4/f72fatGl06tQJl8tFly5dmDVrFkYdWzXfc889mEwmsrKyTjr2s88+S8eOHXE6nQwaNIjPP/+8maNvQQL+oytWlaFDJZ4AT6yq4LHPKjniMegUa+bPIyIZe66j1sQqNvstUjdmYSJAccZwcgZMrndiFeuykZEYUXdiFd0W4jsosRIRERGRM1pYV67mzp3Lc889x6JFi8jMzGTdunWMHz+e2NhYJk6cWO3cN954gzVr1pCWdvI24EuWLGHSpEk8//zzDBo0iKysLEaOHMnWrVtJSUk5VZcTHgE/jpJd1RKrVQd8ZH3hpshtYDbBjefY+Z9MBzZLLcmNYZCwdTGJ370MQFGXMRSce0e9EqETlgACmMwQm66OgCIiIiJyVgjrytWqVasYM2YMo0aNomPHjlx//fWMGDGixirTgQMH+PWvf83LL7+MzXby1ZT58+dz5513Mn78eHr16sXzzz9PREQEL7300qm6lPAwAthLdmOqCu4DUOo1mLemkhkrKilyG2TEmPnTsEjG93HWmVglbVkQSqwKe95Sr8TKYjKREu0kPcFVd2JltkJCFyVWIiIiInLWCOvK1dChQ3nhhRfYtm0b3bt3Z/PmzaxcuZL58+eHzgkEAowdO5bJkyeTmZl50jG9Xi/r169n6tSpoWNms5lhw4axevXqWl/j8XjweL5vAlFSUgKAz+fD5/M19vKaxbH3D/irqj9hBLCV7MGoqsAPfHGoiqx1bgorg6tV13W3M/ZcO3aLqfb27Yaf1M3PErd3KQC5595JUeefggHUUZYJEO2wkBAVLC30+evYPdvigNhOYLZDmH9+En7H5nC4/y6JNIbmr7Rmmr/SmrWk+duQGMKaXE2ZMoWSkhJ69uyJxWLB7/cze/ZsbrnlltA5c+fOxWq11igTrEtBQQF+v582bdpUO96mTRu+++67Wl8zZ84cZs6cWeP4hx9+SERERAOu6NTZ+9WaWo+7q+CNPWbW5AVXkJKdBrd09dMpuopdB2vf2doUqKL/nueJO/I5BiY2ZtzBPtvFsK+oGSPObsax5EywdOnScIcg0miav9Kaaf5Ka9YS5m9FRe2fqWsT1uTqtdde4+WXX+aVV14hMzOTTZs2cf/995OWlsa4ceNYv349Tz/9NBs2bMB0CpshTJ06lUmTJoUel5SUkJ6ezogRI4iJiTll71sfPp+PpUuXktF7cHCfK8PAVroXs6+MDblVPLXZTX6FgQm4upuNcb0dOK11/6xMVW7arZtD1JENGCYrB/pPJiJtKD3qON9igoRIBzF1Nas4njMeYturcYVUc2wODx8+vF5lvSItieavtGaav9KataT5e6yqrT7CmlxNnjyZKVOmcOONNwLQu3dv9uzZw5w5cxg3bhwrVqwgLy+PjIyM0Gv8fj+/+c1vyMrKYvfu3TXGTEpKwmKxkJubW+14bm4uqamptcbhcDhwOGpuamuz2cL+yzzGbLFiNluwl+zB4y7jxc1u3t4RXKJsG2nit4Nc9Ek58a/T7Csnbe1MXIXfELA4ODTod1Sm9KOuXadinFYSo2rvLlhDdFuIrv3nKwIt6++TSENp/kprpvkrrVlLmL8Nef+wJlcVFRWYzdUbIlgsFgKB4L08Y8eOZdiwYdWeHzlyJGPHjmX8+PG1jmm32+nfvz/Lli3j6quvBoL3bS1btowJEyY0/0WcAk8t3YbFbGLiFd2+P2gY2Ev3MH9lLiv3+yg/Wvo5uquNO/s6cdlO0oTCU0zaquk4i7PxWyM5OGQG7sRetZ7rtJpJinbgstVjs191BBQRERERAcKcXI0ePZrZs2eTkZFBZmYmGzduZP78+dx2220AJCYmkpiYWO01NpuN1NRUevT4vpDtiiuu4JprrgklT5MmTWLcuHFccMEFDBw4kKysLMrLy+tMyFoai9nE/KXbAPjljzoC4C/aw/0f5fNtoR+AlAgTvxnool/qyX+F1soC2n32CPay/VTZYzkwdBbeuM4139dkIiHSTlxEPbNzsxXiO4Ejqn7ni4iIiIicwcKaXD3zzDNMmzaNe++9l7y8PNLS0rj77ruZPn16g8bJzs6moKAg9PiGG24gPz+f6dOnk5OTw3nnncf7779fo8lFS3VsxWr+0m34/X5MpfDIGzmUeoPPX9XZxl3nO4k8yWoVgK3sIO0+ewRbZR4+VzIHhs7CF92+xnkNKgEEsDohoTNYa5ZTioiIiIicjcKaXEVHR5OVlUVWVla9X1PbfVa1HZswYUKrKQOszcQrumEYBk99tB2O3hUVYYVHLoxgQNv6/drsxbtpt+oRrJ4jeCPTOHDh41RFVN9EuUElgKGBoyGhE5gb8BoRERERkTNcWDcRlhO7b1h3ggtJJkzAyz+Nrndi5Ti8lfYrp2D1HMET05H9F8+tllhZTCaSoxykJ0Q0LLFyJUBiFyVWIiIiIiI/oOSqBfvTsu0EDDCbDAzgzW3eer3Olb+Z9p/9DouvjMqEnuy/6En8zvjQ8zFOKxmJEfW/t+qY6DSI76BW6yIiIiIitQhrWaDU7U/LtjN/6Tbuu7wLnSu3sq4kgkVbPAD8z7l13+cUeWgNqV/MxRzwUZF8HgcH/Q7D6gIaWQIIwY6AcRngij/5uSIiIiIiZyklVy3QscRq0vDu/PJHHXnvva3ckunAbDKdMMGK3vcxbTY8hckIUNZ2MDkXPIhhsWM2QWKko+ErVRDsCJjQGeyRTb0sEREREZEzmpKrFsgfMJg0vDsTr+iGz+cLHT+WUAUMo8ZrYne+S/KXz2PCoCT9cnLPvw/MloZ3ATyeOgKKiIiIiNSbkqsW6IHh3et8rrYVq/htr5H0zf8D4Einn5Df5y6cNmvjSgCPUUdAEREREZEGUXLVmhkGid8sImH76wAUdr+BI73+h+QoZ+NKAI9xJQTvsVLjChERERGRelNy1VoZflI2P0fs7vcByM+8jUDvn9OhsSWAx0SnQXTr2GxZRERERKQlUXLVGgWqaLPhKWL2f4KBiaJ+vyaq75jGlwCCOgKKiIiIiDSRkqtWxuT3kPr5k0TlfoFhslBx4RQSeg1v2qDqCCgiIiIi0mRKrloRk6+CtLWziCj4CsNiJzBsJpEdhjRtUHUEFBERERFpFkquWqKP5wS79F3yYOiQ2VtC+zWP4jyyHcNsxXTV77G07du091FHQBERERGRZqPkqiUyW+Dj2cH/HvoATl8RHT77I47SvQCYevwYmppYqSOgiIiIiEizUnLVEh1bsfp4NubyQi7a9m8c3rzgscxr4ML7mja+OgKKiIiIiDQ7JVct1SUPghHAsnwOoTYT5/4Mhv6q8WOqI6CIiIiIyCljDncAcgKXTsEwB/Nfw2xtWmJltkJiVyVWIiIiIiKniJKrluyTeZgCVfhNVkyBKtjw/xo3jtUJSd3Val1ERERE5BRSWWBL9ck8+Hg2/h9N4Z3SXvzE9DGWdS8Fn+v3i/qPo46AIiIiIiKnhZKrluhoYsVlvyMw9AF47z0C54/FYjZBQxIsdQQUERERETltlFy1RAE/XPa7YFMLn+/748cSqoD/5GOoI6CIiIiIyGml5Kolumxq3c+dbMVKHQFFRERERMJCydWZxGyFhM5qXCEiIiIiEgZKrs4UVmcwsbI6wh2JiIiIiMhZScnVmUAdAUVEREREwi6s+1z5/X6mTZtGp06dcLlcdOnShVmzZmEYRuicRx99lJ49exIZGUl8fDzDhg1j7dq1Jxz30UcfxWQyVfvTs2fPU3054RGRCIldlFiJiIiIiIRZWFeu5s6dy3PPPceiRYvIzMxk3bp1jB8/ntjYWCZOnAhA9+7d+fOf/0znzp2prKzkqaeeYsSIEezYsYPk5OQ6x87MzOSjjz4KPbZaz8BFOnUEFBERERFpMcKacaxatYoxY8YwatQoADp27Mirr77K559/Hjrn5ptvrvaa+fPns2DBAr788kuuuOKKOse2Wq2kpqaemsDDTR0BRURERERanLAmV0OHDuWFF15g27ZtdO/enc2bN7Ny5Urmz59f6/ler5cXXniB2NhY+vbte8Kxt2/fTlpaGk6nkyFDhjBnzhwyMjJqPdfj8eDxeEKPS0pKAPD5fPiO32cqDI69v88fCB4wWSG+I1gjqu+BJdJCheaw5qu0Qpq/0ppp/kpr1pLmb0NiMBnH3+B0mgUCAR5++GHmzZuHxWLB7/cze/Zspk6tvs/TO++8w4033khFRQVt27blzTffZMCAAXWO+5///IeysjJ69OjBoUOHmDlzJgcOHGDLli1ER0fXOP/RRx9l5syZNY6/8sorRERENP1CRURERESkVaqoqODmm2+muLiYmJiYE54b1uRq8eLFTJ48md///vdkZmayadMm7r//fubPn8+4ceNC55WXl3Po0CEKCgp48cUX+e9//8vatWtJSUmp1/scOXKEDh06MH/+fG6//fYaz9e2cpWenk5BQcFJf4Cnms/nY+nSpQzv3w1bcmc1rpBWJzSHhw/HZrOFOxyRBtH8ldZM81das5Y0f0tKSkhKSqpXchXWssDJkyczZcoUbrzxRgB69+7Nnj17mDNnTrXkKjIykq5du9K1a1cGDx5Mt27dWLBgQY0VrrrExcXRvXt3duzYUevzDocDh6Pm/lA2my3sv8xjbCldsdnt4Q5DpNFa0t8nkYbS/JXWTPNXWrOWMH8b8v5hbcVeUVGB2Vw9BIvFQiAQOOHrAoFAtZWmkykrKyM7O5u2bds2Ks4WwWQKdwQiIiIiInICYU2uRo8ezezZs3n33XfZvXs3b7zxBvPnz+eaa64BguWADz/8MGvWrGHPnj2sX7+e2267jQMHDvCzn/0sNM4VV1zBn//859Dj3/72t3zyySfs3r2bVatWcc0112CxWLjppptO+zWKiIiIiMjZIaxlgc888wzTpk3j3nvvJS8vj7S0NO6++26mT58OBFexvvvuOxYtWkRBQQGJiYkMGDCAFStWkJmZGRonOzubgoKC0OP9+/dz0003UVhYSHJyMhdddBFr1qw54b5YIiIiIiIiTRHW5Co6OpqsrCyysrJqfd7pdPLvf//7pOPs3r272uPFixc3Q3QiIiIiIiL1F9ayQBERERERkTOFkisREREREZFmoORKRERERESkGSi5EhERERERaQZKrkRERERERJqBkisREREREZFmoORKRERERESkGSi5EhERERERaQZKrkRERERERJqBNdwBtESGYQBQUlIS5kjA5/NRUVFBSUkJNpst3OGINJjmsLRmmr/Smmn+SmvWkubvsZzgWI5wIkqualFaWgpAenp6mCMREREREZGWoLS0lNjY2BOeYzLqk4KdZQKBAAcPHiQ6OhqTyRTWWEpKSkhPT2ffvn3ExMSENRaRxtAcltZM81daM81fac1a0vw1DIPS0lLS0tIwm098V5VWrmphNptp3759uMOoJiYmJuwTS6QpNIelNdP8ldZM81das5Yyf0+2YnWMGlqIiIiIiIg0AyVXIiIiIiIizUDJVQvncDiYMWMGDocj3KGINIrmsLRmmr/Smmn+SmvWWuevGlqIiIiIiIg0A61ciYiIiIiINAMlVyIiIiIiIs1AyZWIiIiIiEgzUHIlIiIiIiLSDJRctQDPPvssHTt2xOl0MmjQID7//PM6z33xxRe5+OKLiY+PJz4+nmHDhp3wfJFTrSHz93iLFy/GZDJx9dVXn9oARU6ioXP4yJEj/OpXv6Jt27Y4HA66d+/Oe++9d5qiFamuofM3KyuLHj164HK5SE9P54EHHsDtdp+maEWCPv30U0aPHk1aWhomk4k333zzpK9Zvnw5/fr1w+Fw0LVrVxYuXHjK42wMJVdhtmTJEiZNmsSMGTPYsGEDffv2ZeTIkeTl5dV6/vLly7npppv4+OOPWb16Nenp6YwYMYIDBw6c5shFGj5/j9m9eze//e1vufjii09TpCK1a+gc9nq9DB8+nN27d/P666+zdetWXnzxRdq1a3eaIxdp+Px95ZVXmDJlCjNmzODbb79lwYIFLFmyhIcffvg0Ry5nu/Lycvr27cuzzz5br/N37drFqFGjuOyyy9i0aRP3338/d9xxBx988MEpjrQRDAmrgQMHGr/61a9Cj/1+v5GWlmbMmTOnXq+vqqoyoqOjjUWLFp2qEEXq1Jj5W1VVZQwdOtT429/+ZowbN84YM2bMaYhUpHYNncPPPfec0blzZ8Pr9Z6uEEXq1ND5+6tf/cq4/PLLqx2bNGmSceGFF57SOEVOBDDeeOONE57z4IMPGpmZmdWO3XDDDcbIkSNPYWSNo5WrMPJ6vaxfv55hw4aFjpnNZoYNG8bq1avrNUZFRQU+n4+EhIRTFaZIrRo7fx977DFSUlK4/fbbT0eYInVqzBx+6623GDJkCL/61a9o06YN5557Lk888QR+v/90hS0CNG7+Dh06lPXr14dKB3fu3Ml7773HVVdddVpiFmms1atXV5vrACNHjqz35+XTyRruAM5mBQUF+P1+2rRpU+14mzZt+O677+o1xkMPPURaWlqNCSdyqjVm/q5cuZIFCxawadOm0xChyIk1Zg7v3LmT//73v9xyyy2899577Nixg3vvvRefz8eMGTNOR9giQOPm780330xBQQEXXXQRhmFQVVXFPffco7JAafFycnJqneslJSVUVlbicrnCFFlNWrlqxZ588kkWL17MG2+8gdPpDHc4IidUWlrK2LFjefHFF0lKSgp3OCKNEggESElJ4YUXXqB///7ccMMN/O53v+P5558Pd2giJ7V8+XKeeOIJ/vKXv7Bhwwb+/e9/8+677zJr1qxwhyZyxtDKVRglJSVhsVjIzc2tdjw3N5fU1NQTvvYPf/gDTz75JB999BF9+vQ5lWGK1Kqh8zc7O5vdu3czevTo0LFAIACA1Wpl69atdOnS5dQGLXKcxvwb3LZtW2w2GxaLJXTsnHPOIScnB6/Xi91uP6UxixzTmPk7bdo0xo4dyx133AFA7969KS8v56677uJ3v/sdZrO+c5eWKTU1tda5HhMT06JWrUArV2Flt9vp378/y5YtCx0LBAIsW7aMIUOG1Pm6efPmMWvWLN5//30uuOCC0xGqSA0Nnb89e/bkq6++YtOmTaE/P/3pT0Odf9LT009n+CKN+jf4wgsvZMeOHaEvBgC2bdtG27ZtlVjJadWY+VtRUVEjgTr2RYFhGKcuWJEmGjJkSLW5DrB06dITfl4Om3B31DjbLV682HA4HMbChQuNb775xrjrrruMuLg4IycnxzAMwxg7dqwxZcqU0PlPPvmkYbfbjddff904dOhQ6E9paWm4LkHOYg2dvz+kboESbg2dw3v37jWio6ONCRMmGFu3bjXeeecdIyUlxXj88cfDdQlyFmvo/J0xY4YRHR1tvPrqq8bOnTuNDz/80OjSpYvx85//PFyXIGep0tJSY+PGjcbGjRsNwJg/f76xceNGY8+ePYZhGMaUKVOMsWPHhs7fuXOnERERYUyePNn49ttvjWeffdawWCzG+++/H65LqJPKAsPshhtuID8/n+nTp5OTk8N5553H+++/H7ppb+/evdW+ZXruuefwer1cf/311caZMWMGjz766OkMXaTB81ekpWnoHE5PT+eDDz7ggQceoE+fPrRr14777ruPhx56KFyXIGexhs7fRx55BJPJxCOPPMKBAwdITk5m9OjRzJ49O1yXIGepdevWcdlll4UeT5o0CYBx48axcOFCDh06xN69e0PPd+rUiXfffZcHHniAp59+mvbt2/O3v/2NkSNHnvbYT8ZkGFoHFhERERERaSp9pSwiIiIiItIMlFyJiIiIiIg0AyVXIiIiIiIizUDJlYiIiIiISDNQciUiIiIiItIMlFyJiIiIiIg0AyVXIiIiIiIizUDJlYiIiIiISDNQciUiIqfE8uXLMZlMHDlyJNyhALBw4ULi4uIa9BqTycSbb755wnMKCwtJSUlh9+7djY6tudQn3oYaPHgw//rXv5p1TBGRM5WSKxERqSE/P59f/vKXZGRk4HA4SE1NZeTIkXz22WfhDq3FmT17NmPGjKFjx47hDuWUeOSRR5gyZQqBQCDcoYiItHhKrkREpIbrrruOjRs3smjRIrZt28Zbb73FpZdeSmFhYbhDa1EqKipYsGABt99+e7hDOWV+/OMfU1payn/+859whyIi0uIpuRIRkWqOHDnCihUrmDt3LpdddhkdOnRg4MCBTJ06lZ/+9KcA7N69G5PJxKZNm6q9zmQysXz58mrjffbZZ/Tp0wen08ngwYPZsmVL6LljpXrvvPMOPXr0ICIiguuvv56KigoWLVpEx44diY+PZ+LEifj9/tDrioqK+MUvfkF8fDwRERH8+Mc/Zvv27dXed+HChWRkZBAREcE111xTa2L4f//3f/Tr1w+n00nnzp2ZOXMmVVVV9f5ZvffeezgcDgYPHhw6dqwc8t13363zun/o4YcfZtCgQTWO9+3bl8ceewyAL774guHDh5OUlERsbCyXXHIJGzZsqHPM2soyN23ahMlkqlbCuHLlSi6++GJcLhfp6elMnDiR8vLy0PMWi4WrrrqKxYsX1+dHIiJyVlNyJSIi1URFRREVFcWbb76Jx+Np8niTJ0/mj3/8I1988QXJycmMHj0an88Xer6iooI//elPLF68mPfff5/ly5dzzTXX8N577/Hee+/xj3/8g7/+9a+8/vrrodfceuutrFu3jrfeeovVq1djGAZXXXVVaNy1a9dy++23M2HCBDZt2sRll13G448/Xi2uFStW8Itf/IL77ruPb775hr/+9a8sXLiQ2bNn1/vaVqxYQf/+/Rt13ce75ZZb+Pzzz8nOzg4d+/rrr/nyyy+5+eabASgtLWXcuHGsXLmSNWvW0K1bN6666ipKS0vrHe8PZWdnc+WVV3Ldddfx5ZdfsmTJElauXMmECROqnTdw4EBWrFjR6PcRETlrGCIiIj/w+uuvG/Hx8YbT6TSGDh1qTJ061di8eXPo+V27dhmAsXHjxtCxoqIiAzA+/vhjwzAM4+OPPzYAY/HixaFzCgsLDZfLZSxZssQwDMP4+9//bgDGjh07QufcfffdRkREhFFaWho6NnLkSOPuu+82DMMwtm3bZgDGZ599Fnq+oKDAcLlcxmuvvWYYhmHcdNNNxlVXXVXtmm644QYjNjY29PiKK64wnnjiiWrn/OMf/zDatm0begwYb7zxRp0/pzFjxhi33XZbtWP1ue7a9O3b13jsscdCj6dOnWoMGjSozvP9fr8RHR1tvP3227XGeyyOoqKi0PMbN240AGPXrl2GYRjG7bffbtx1113Vxl2xYoVhNpuNysrK0LH/+7//M8xms+H3++uMR0REDEMrVyIiUsN1113HwYMHeeutt7jyyitZvnw5/fr1Y+HChQ0ea8iQIaH/TkhIoEePHnz77behYxEREXTp0iX0uE2bNnTs2JGoqKhqx/Ly8gD49ttvsVqt1croEhMTq4377bff1iizOz4OgM2bN/PYY4+FVuqioqK48847OXToEBUVFfW6tsrKSpxOZ4Ov+/j3vOeee4Dg6tUrr7wCgGEYvPrqq9xyyy2hMXJzc7nzzjvp1q0bsbGxxMTEUFZWxt69e+sVa202b97MwoULq8UzcuRIAoEAu3btCp3ncrkIBALNspIpInIms4Y7ABERaZmcTifDhw9n+PDhTJs2jTvuuIMZM2Zw6623YjYHv5szDCN0fl0lbydjs9mqPTaZTLUea+5udWVlZcycOZNrr722xnN1JUw/lJSURFFRUYPf+/h71WJiYgC46aabeOihh9iwYQOVlZXs27ePG264IXTeuHHjKCws5Omnn6ZDhw44HA6GDBmC1+ut9T3q8zsqKyvj7rvvZuLEiTVen5GREfrvw4cPExkZicvlavC1ioicTZRciYhIvfTq1Su0h1JycjIAhw4d4vzzzweqJwzHW7NmTeiDelFREdu2beOcc85pdBznnHMOVVVVrF27lqFDhwLBvaa2bt1Kr169QuesXbu2RhzH69evH1u3bqVr166NjuX888/nn//8Z63Pnei6a3vP9u3bc8kll/Dyyy9TWVnJ8OHDSUlJCT3/2Wef8Ze//IWrrroKgH379lFQUFBnbMf/juLj44Gav6N+/frxzTffnPRnsGXLltDvWURE6qbkSkREqiksLORnP/sZt912G3369CE6Opp169Yxb948xowZAwTLxAYPHsyTTz5Jp06dyMvL45FHHql1vMcee4zExETatGnD7373O5KSkrj66qsbHV+3bt0YM2YMd955J3/961+Jjo5mypQptGvXLhTfxIkTufDCC/nDH/7AmDFj+OCDD3j//ferjTN9+nR+8pOfkJGRwfXXX4/ZbGbz5s1s2bKlRvOLuowcOZKpU6dSVFQUSmCact233HILM2bMwOv18tRTT9W47n/84x9ccMEFlJSUMHny5BOuJHXt2pX09HQeffRRZs+ezbZt2/jjH/9Y7ZyHHnqIwYMHM2HCBO644w4iIyP55ptvWLp0KX/+859D561YsYIRI0bU62ciInI20z1XIiJSTVRUFIMGDeKpp57iRz/6Eeeeey7Tpk3jzjvvrPaB+6WXXqKqqor+/ftz//3315mQPPnkk9x3333079+fnJwc3n77bex2e5Ni/Pvf/07//v35yU9+wpAhQzAMg/feey9UTjh48GBefPFFnn76afr27cuHH35YI/kbOXIk77zzDh9++CEDBgxg8ODBPPXUU3To0KHecfTu3Zt+/frx2muvNct1X3/99RQWFlJRUVEjEVuwYAFFRUX069ePsWPHMnHixGorWz9ks9l49dVX+e677+jTpw9z586t8Tvq06cPn3zyCdu2bePiiy/m/PPPZ/r06aSlpYXOOXDgAKtWrWL8+PH1+ImIiJzdTMbxxdgiIiLSIO+++y6TJ09my5YtmM1mli9fzmWXXUZRURFxcXHhDq/JHnroIYqKinjhhRfCHYqISIunskAREZEmGDVqFNu3b+fAgQOkp6eHO5xml5KSwqRJk8IdhohIq6CVKxERkWZ0pq1ciYhI/Sm5EhERERERaQZqaCEiIiIiItIMlFyJiIiIiIg0AyVXIiIiIiIizUDJlYiIiIiISDNQciUiIiIiItIMlFyJiIiIiIg0AyVXIiIiIiIizUDJlYiIiIiISDP4/59mHQc4L3PiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_df = df.groupby([\"kd\", \"global_round\", \"p\"])\n",
    "df_mean = grouped_df[[\"loss\", \"accuracy\"]].mean()\n",
    "df_std = grouped_df[[\"loss\", \"accuracy\"]].std()\n",
    "\n",
    "df_plot = df_mean.merge(\n",
    "    df_std, left_index=True, right_index=True, suffixes=(\"_mean\", \"_std\")\n",
    ")\n",
    "df_plot = df_plot.loc[:, 500, :]\n",
    "grouped_df = df_plot.reset_index().groupby(\"kd\")\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "for i, (group_name, group_data) in enumerate(grouped_df):\n",
    "    label = \"FjORD w/ KD\" if group_name else \"FjORD\"\n",
    "    plt.plot(group_data.p, group_data.accuracy_mean * 100, label=label, marker=\"x\")\n",
    "    plt.fill_between(\n",
    "        group_data.p,\n",
    "        (group_data.accuracy_mean - group_data.accuracy_std) * 100,\n",
    "        (group_data.accuracy_mean + group_data.accuracy_std) * 100,\n",
    "        alpha=0.2,\n",
    "    )\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(\"ResNet18 - CIFAR10 - 500 global rounds\")\n",
    "plt.xlabel(\"Submodel (p-value)\")\n",
    "plt.ylabel(\"Accuracy (%)\")\n",
    "plt.xticks(np.linspace(0.2, 1, 5))\n",
    "\n",
    "plt.savefig(\n",
    "    \"../_static/resnet18_cifar10_500_global_rounds_acc_pvalues.png\",\n",
    "    dpi=300,\n",
    "    bbox_inches=\"tight\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n",
      "True\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_df = df.groupby([\"kd\", \"global_round\", \"p\"])\n",
    "df_mean = grouped_df[[\"loss\", \"accuracy\"]].mean()\n",
    "df_std = grouped_df[[\"loss\", \"accuracy\"]].std()\n",
    "\n",
    "df_plot = df_mean.merge(\n",
    "    df_std, left_index=True, right_index=True, suffixes=(\"_mean\", \"_std\")\n",
    ")\n",
    "grouped_df = df_plot.reset_index().groupby([\"kd\"])\n",
    "\n",
    "for i, (group_name, group_data) in enumerate(grouped_df):\n",
    "    gd = group_data.groupby(\"p\")\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    title = \"FjORD w/ KD\" if bool(group_name) else \"FjORD\"\n",
    "    filename_suffix = \"fjord_kd\" if bool(group_name) else \"fjord\"\n",
    "    plt.title(f\"ResNet18 - CIFAR10 - {title}\")\n",
    "    colors = plt.cm.viridis(np.linspace(0, 1, len(gd)))\n",
    "    for j, (p, p_data) in enumerate(gd):\n",
    "        plt.plot(\n",
    "            p_data[\"global_round\"],\n",
    "            p_data[\"loss_mean\"],\n",
    "            color=colors[j],\n",
    "            alpha=0.8,\n",
    "            label=f\"p={p}\",\n",
    "        )\n",
    "        plt.fill_between(\n",
    "            p_data[\"global_round\"],\n",
    "            p_data[\"loss_mean\"] - p_data[\"loss_std\"],\n",
    "            p_data[\"loss_mean\"] + p_data[\"loss_std\"],\n",
    "            alpha=0.1,\n",
    "            color=colors[j],\n",
    "        )\n",
    "    plt.xlabel(\"Global round\")\n",
    "    plt.ylabel(\"Loss\")\n",
    "    plt.legend()\n",
    "    plt.grid()\n",
    "\n",
    "    plt.savefig(\n",
    "        f\"../_static/resnet18_cifar10_{filename_suffix}_convergence.png\",\n",
    "        dpi=300,\n",
    "        bbox_inches=\"tight\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fjord",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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